The Lyman-alpha and Continuum Origins Survey II: the connection between the escape of ionizing radiation and Lyman-alpha halos in star-forming galaxies


Abstract

One of the current challenges in galaxy evolution studies is to establish the mechanisms that govern the escape of ionizing radiation from galaxies. Here, we investigate the connection between Lyman Continuum (LyC) escape and the conditions of the Circumgalactic Medium (CGM), as probed by Ly\(\alpha\)halos (LAHs) in emission. We use Ly\(\alpha\)and UV continuum imaging data from the Lyman alpha and Continuum Origins Survey (LaCOS), targeting 42 nearby (\(z \simeq 0.3\)), star-forming galaxies with LyC observations (escape fractions of \(\ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi\simeq 0.01-0.49\)). LaCOS galaxies show extended Ly\(\alpha\)emission ubiquitously, with LyC emitters (LCEs) having more compact Ly\(\alpha\)morphologies than non-LCEs, and Ly\(\alpha\)spatial offsets that do not exceed the extent of the UV continuum. We model the diffuse LAHs using a combined Sérsic plus exponential 2D profile, and find that the characteristic scale length of the Ly\(\alpha\)halo is ten times larger than the UV, on average. We unveil a significant anti-correlation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the Ly\(\alpha\)Halo Fraction (HF, or contribution of the halo to the total Ly\(\alpha\)luminosity), which we propose as a new LyC indicator. Our observations show that halo scale lengths and HFs both scale positively with the optical depth of the neutral gas in the ISM, revealing a picture in which Ly\(\alpha\)and LyC photons in LCEs either emerge directly from the central starbursts or escape isotropically and, in the case of Ly\(\alpha\), minimize the number of scattering interactions in a less-extended CGM.

1 Introduction↩︎

Figure 1: LyC-to- Ly\alphaproperties of the LaCOS sample. Ionizing escape fraction (f_esc^LyC f_{\rm esc}^{\rm LyC}) versus the Ly\alphaequivalent width in the rest-frame (W_Ly W_{\rm Ly\alpha}, left), and the Ly\alphaescape fraction (f_esc^Ly f_{\rm esc}^{\rm Ly\alpha}, right). Solid circles and downward triangles show LaCOS detections and upper limits, while shaded symbols in the background display other low-z samples in the literature: [1], [2]–[7] at z \simeq 0.3, and the lensed LAEs at z \simeq 2.3 by [8]. The solid lines draw the empirical relations from [9] at z \simeq 3 and [10] at z \simeq 0.3. The W_Ly W_{\rm Ly\alpha}and f_esc^Ly f_{\rm esc}^{\rm Ly\alpha}are among the most robust one-dimensional f_esc^LyC f_{\rm esc}^{\rm LyC}indicators. Yet, the scatter in these relations is large, and the calibrations disagree between different redshifts.

Understanding the processes that caused the reionization of the intergalactic medium (IGM) around 1 billion years after the Big Bang is one of the current challenges in galaxy evolution theories [11][14]. Constraining the shape and intensity of the cosmic ultraviolet background [15], [16] during reinonization is essential, as it had significant impact over the thermal history of the IGM [17], [18] and, subsequently, in the formation and growth of baryonic structures [19][21]. Reionization also shaped the Cosmic Microwave Background (CMB) power spectrum, which in turn allows for a precise dating of when half of the IGM volume became ionized [22]. However, the exact evolution of the neutral gas fraction in the IGM is still under debate. The timeline of reionization is inherently linked to the sources that produce and emit the necessary ionizing photons into the IGM, with bright but less numerous sources (whether galaxies or AGN) giving raise to a more rapid and late reonization [23], [24], while more numerous but faint counterparts leading to a more progressive and slow reionization process [25][27].

Measurements of the amount of HI ionizing (or Lyman Continuum, LyC; \(\lambda_{\rm LyC} \leq 912\)Å) radiation that escape the sources during reionization are challenging [28], mainly because of the increase in the IGM opacity at these high redshifts [29]. Studies of LyC escape must be carried out in the nearby Universe to avoid absorption of the emergent ionizing photons by residual neutral pockets in the foreground IGM [30][34]. As such, in the last decade the extragalactic community has embarked on a journey towards the discovery and characterization of the so-called analogs of cosmic reionizers [35]. For the first time, we have characterized the physical properties of LyC emitters [1][7]. We have discovered that galaxies that emit significant amounts of LyC photons (called LyC emitters, hereafter LCEs) show overall young stellar populations (high H\(\beta\) equivalent widths), a highly ionized medium (high [OIII]\(\lambda5007\)/[OII]\(\lambda\)​3727,29), compact and intense star-formation (high SFR surface density), and a dust-poor (negative UV slopes) interstellar medium (ISM) with low column densities (weak absorption lines) of gas and metals [36][41]. Detailed analysis of the stellar populations, ISM absorption and nebular emission line profiles [42], [43] has revealed the importance of both radiative (stellar) and mechanical feedback (from supernovae) in ionizing and clearing out the channels needed for LyC photons to escape the ISM [44].

Among the empirical f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)relations, the ones involving the intensity and shape of the HI\(\lambda1216\) spectral line (or Ly\(\alpha\)), are the most promising proxies [45], [46]. According to idealized models [47][49] and simulations [50], [51], this is because these features, imprinted in the line profile via resonant radiative transfer, trace some of the properties of the surrounding neutral gas, such as column density or gas covering, which strongly regulate Ly\(\alpha\)and LyC escape [52], [53]. Among these observables, the Ly\(\alpha\)equivalent width (W_Ly \(W_{\rm Ly\alpha}\)) and the escape fraction (f_esc^Ly \(f_{\rm esc}^{\rm Ly\alpha}\)) stand out because of their applicability in high-\(z\) systems [54]. In Figure 1, we compile measurement of W_Ly \(W_{\rm Ly\alpha}\)and f_esc^Ly \(f_{\rm esc}^{\rm Ly\alpha}\)as a function of the observed f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)for samples of nearby galaxies [10]. The trends imply that galaxies with high LyC escape also show strong Ly\(\alpha\)with high f_esc^Ly \(f_{\rm esc}^{\rm Ly\alpha}\). However, the scatter on these one-dimensional f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)relationships remains large, and observations of galaxies at higher redshift [9], [55], [56] deviate from the local relations. In fact, [8] recently reported no LyC detection in a sample of strong, lensed LAEs with low dust contents, a lack that they attribute to the redshift evolution of the HI column density and dust content of the ISM of galaxies. These observations challenge previous interpretations based on local samples, suggesting that the extrapolation of \(z \simeq 0\) Ly\(\alpha\)-based LyC estimators to the reionization epoch might not be fully correct [57], [58].

The complicated 3D morphology of the ISM, the temporally varying star-formation, and the different timescales of the parameters involved in f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)[59], [60], presumably introduce significant scatter in the relations [61]. Therefore, unveiling the physics of LyC escape requires spatially resolved observations of the stars, gas and dust in the ISM of these galaxies, so far missing for statistical LyC samples [62][65]. With this goal in mind, in a previous paper we presented the Lyman-alpha and Continuum Origins Survey (LaCOS), an HST imaging campaign targeting 42 nearby galaxies with LyC observations [66], a \(z \leq 0.32\) sub-sample of the Low Redshift Lyman Continuum Survey [1]. In that work, we investigated the connection between the escape of ionizing photons and the Ly\(\alpha\)luminosity and equivalent width of the brightest UV-emitting star clusters.

In this paper, we aim to establish the link between the properties of the extended Ly\(\alpha\)emission and the physics of LyC escape, using LaCOS data. The manuscript is organized as follows. In Section 2, we describe the LaCOS observations, data reduction and synthesis of the Ly\(\alpha\)maps. Section 3 is devoted to basic morphological measurements of the Ly\(\alpha\)emission, such as sizes and UV-to- Ly\(\alpha\)offsets. In Section 4, we model the LAHs in LaCOS, with special attention to UV and Ly\(\alpha\)characteristic scales. Section 5 discusses the connection between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and LAHs, presenting a new indirect f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)diagnostic based on the Halo Fraction (HF), i.e., the contribution of the Ly\(\alpha\)halo to the total Ly\(\alpha\)luminosity. We present a summary and our main conclusions in Section 6.

Throughout, we use a flat cosmology with \(\{H_0, \Omega_M, \Omega_{\Lambda}\} = \{70~{\rm km~s^{-1}~Mpc^{-1}}, 0.3, 0.7\}\) and distances are reported in physical (kpc) units. The AB magnitude system [67] is adopted. We use the survival Kendall \(\tau\) correlation test [68] to assess the degree of correlation between variables, using the scheme developed in [69] that allows for the inclusion of censored data. We use the code developed in [70]1 adapted from [37]. Following the LzLCS sample convention, we deem a correlation (\(\tau>0\)) or anti-correlation (\(\tau<0\)) significant when \(p_{\rm val.} \leq 1.35 \times 10^{-3}\) (\(3\sigma\) confidence). In other words, we reject the null hypothesis over this threshold. We will also define as marginal or tentative those correlations showing \(1.350 \times 10^{-3} \leq p_{\rm val.} \leq 2.275 \times 10^{-2}\) (2 to \(3\sigma\) significance).

Figure 2: Extended Ly\alphaemission in LaCOS galaxies ({\rm 15~kpc \times 15~kpc} cutouts). A smoothed version of the Ly\alphaemission is shown in blue ({\rm arcsinh} scale), with the orange contours depicting the more compact, UV continuum counterpart (applying a 5 pix Gaussian filter). White labels show the galaxy ID, measured LyC escape fraction for every object (f_esc^LyC f_{\rm esc}^{\rm LyC}, including upper limits), and the estimated Ly\alphaHalo Fraction (HF) (see Sect. 4). Panels are sorted by ascending f_esc^LyC f_{\rm esc}^{\rm LyC}.

2 The Lyman Alpha and Continuum Origins Survey (LaCOS)↩︎

The Lyman-Alpha and Continuum Origins Survey [66], was built from the LzLCS survey [1], the largest sample of nearby galaxies with ionizing continuum observations. The LzLCS sample comprised 66 galaxies at \(z \simeq 0.3\) from the Sloan Digital Spectroscopic Survey Data Release 17 [71], with available observations from the Galaxy Evolution Explorer [72]. These galaxies were selected to have either high \(O_{32}\) (\(>3\)), high \(\Sigma_{\rm SFR}\) (\(>0.1~{\rm \ifmmode M_{\odot} \else M_{\odot}\fi yr^{-1} kpc^{-2}}\)), or blue UV colors (\(\beta_{\rm UV}<-2\)), properties thought to primarily influence LyC escape. AGN and composite systems were excluded from the final sample using classical BPT emission line diagnostics [73].

All LzLCS galaxies were observed with HST/COS using the G140L grating, probing the LyC window (\(850-900\)Å) at the redshift of the observations (\(z=0.22-0.45\)). In order to constrain the intrinsic production of ionizing continuum photons, the FUV stellar continuum redder than 912Åwas modeled via spectral fitting [38]. Together with the observed LyC fluxes from COS, the fiducial f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)is then estimated dividing the former by the latter [37], resulting in 35 LyC detections at \(2\sigma\) significance and \(\ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi= 0.01 - 0.49\), and 31 non-detections with \(1\sigma\) upper limits in f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)of \(\leq 1\%\), typically.

The main goal of LaCOS is to spatially map the emission of Ly\(\alpha\)radiation, and use the Ly\(\alpha\)intensity and morphology as diagnostics of LyC escape. To do so, LaCOS employs the effective narrow band technique [74], which allows the construction of emission line maps by using two nested long-pass filters of the Solar Blind Channel (SBC) onboard of HST. With the bluer filter sampling emission line plus stellar continuum, and the redder filter sampling continuum only, the emission line map is obtained by scaling the intensity measured in the redder filter and subtracting it from the bluer image. LaCOS is the \(z \leq 0.32\) subample of the LzLCS, corresponding to the redshift range allowing the imaging of Ly\(\alpha\)using the SBC/F150LP and F165LP ramp filters. At higher-\(z\), the Ly\(\alpha\)line redshifts into the reddest bandpass on SBC. Following this criterion, we select 41 out of 66 LzLCS galaxies. One additional galaxy from the literature with available archival imaging was added [2], resulting in a sample of 42 representative galaxies for the LaCOS survey.

As shown in [66], the distribution of physical properties of this sub-sample is similar to that of the parent LzLCS survey, with absolute UV magnitudes of \(-21 \leq \ifmmode M_{\rm UV} \else\)M_UV\(\fi\leq -18\), stellar masses and SFRs in the range \(\log \ifmmode M_{\star} \else\)M_\(\fi/\ifmmode M_{\odot} \else\)M_\(\fi= 7.5-10.5\) and \({\rm SFR / \ifmmode M_{\odot} \else M_{\odot}\fi yr^{-1}} = 1-30\), gas-phase metallicities \(12 + \log {\rm O/H} = 7.5-8.5\), Balmer-line strengths (\(W_{\rm H\beta}\)) up to 300Åand UV colors of \(\beta_{\rm UV} = -2.6\) to \(0.3\). In Fig. 1 we compare the Ly\(\alpha\)and LyC properties of LaCOS to the parent LzLCS sample [37] and other measurements from the literature [2][8] that include Ly\(\alpha\)and LyC information. As mentioned in the Introduction, both W_Ly \(W_{\rm Ly\alpha}\)and f_esc^Ly \(f_{\rm esc}^{\rm Ly\alpha}\)correlate with f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)[9], [10], although the scatter is substantial. Quantifying this scatter is one of the main scientific objectives of LaCOS.

The 41 LaCOS galaxies were observed following a five-band imaging strategy with HST, using the Advanced Camera for Surveys (ACS, 2 orbits/target) and the Wide Field Camera 3 (WFC3, 1 orbit/target). The ACS/SBC F150LP and F165LP filters captured the Ly\(\alpha\)emission and rest-UV continuum, while the WFC3/UVIS F438W, F547M and F850LP filters probed the Balmer break and rest-optical continuum, respectively. The combination of long-pass filters in the UV and medium and broad-band filters in the visible, allows for a spatially resolved study of the diffuse gas in the ISM and the Cirumgalactic Medium (CGM) probed by Ly\(\alpha\)emission, of the spatial distribution of the young star-forming regions, as well as of the older stellar populations and dust extinction.

The SBC and UVIS images were reduced following the methods described in [66], with custom routines to mitigate the effect of dark current over the SBC frames, perform the rejection of cosmic rays from the UVIS files [75], and an additional background subtraction applied to all data frames. Similar methods have been used in the E/LARS survey [76], [77] and other studies at the same redshift as this work [78]. Individual frames for each filter were then registered and co-added together to the native UVIS pixel scale of \(0.04''\), resulting in a total exposure time of around \(2,000\)s and \(2,500\)s for the SBC frames, and 500, 620 and 700s for the UVIS filters (in ascending order of central wavelength). Finally, all images were convolved to a common Point Spread Function (PSF), which is constructed from all of the SBC and UVIS filters to be the broadest PSF at any given radius, following the methods in [77]. The final LaCOS images have a \(0.1''\) PSF Full Width at Half Maximum (FWHM), corresponding to a physical scale of 360pc at the median redshift of \(z\simeq 0.27\), and effectively probing sub-kpc scales in the ISM and CGM. All frames were corrected for the Milky Way extinction using the [79] extinction law and measurements of Galactic \(E_{\rm B-V}\) from [80]. The data products for the HST observation of LaCOS galaxies (including archival data) are being released at the Barbara A. Mikulski Archive for Space Telescopes (MAST) as a High Level Science Product2, with the following DOI: 10.17909/j4qd-ev76.

As described in [66], spatially resolved maps of Ly\(\alpha\)were constructed by matching the equivalent width of Ly\(\alpha\)(W_Ly \(W_{\rm Ly\alpha}\)) measured over the COS/G140L spectra [1], to the ones obtained within a \(2.''5\)-aperture in the F150LP and F165LP PSF convolved frames. We refer to the former paper for a thorough overview of the data reduction process and creation of the Ly\(\alpha\)maps for the LaCOS survey. Figure 2 shows color composites of the (smoothed) Ly\(\alpha\)maps, with the intensity of the UV continuum overlaid. The significant detection of Ly\(\alpha\)emission extending beyond the UV starlight suggests the presence of Ly\(\alpha\)halos (LAHs) in most, if not all, LaCOS galaxies, as we will discuss in detail in the forthcoming sections.

Figure 3: Comparison between the extent of Ly\alphaand UV emission in LaCOS, as measured by the half-light radius (r_{50}). Filled and open circles show LaCOS LyC detections and upper limits, respectively. For reference, similar measurements from the eLARS survey are plotted in pink diamonds [77], with the solid line indicating the one-to-one relation. Histograms show the size distributions projected on each axis, with the error bars encompassing the interquartile range. Error bars represent the characteristic (median) uncertainty on each axis. With respect to their UV counterpart, LaCOS galaxies show extended Ly\alphaemission almost ubiquitously.

3 Compact Ly\(\alpha\)emission around Lyman Continuum Emitters↩︎

Several astrophysical phenomena can contribute to the presence of Ly\(\alpha\)emission in the CGM of galaxies: Ly\(\alpha\)cooling radiation produced by inflowing gas [81], [82], scattering of nebular and continuum Ly\(\alpha\)photons emitted from the star-forming regions [83][85], the production of Ly\(\alpha\)photon in-situ via recombination of ionizing radiation [86][90], or direct Ly\(\alpha\)emission from unresolved galaxy satellites within the same dark-matter halo [91], [92]. Because of the need for spatially resolved observations at multiple wavebands (e.g., Ly\(\alpha\), UV, H\({\rm \alpha}\)), and the low-surface brightness of some of the targeted features, disentangling the different scenarios is challenging [93].

Figure 4: The relation between the ionizing escape fraction (f_esc^LyC f_{\rm esc}^{\rm LyC}) and the extent of the Ly\alphaemission (left), and the Ly\alpha-to-UV size ratio (right). Filled circles and downward triangles show LaCOS LyC detections and upper limits, respectively. The LCE detection fraction is also shown through squared open symbols in the right vertical axis. The results from the survival Kendall correlation test, including censored data, can be found in the inset. Linear fits to the decline in f_esc^LyC f_{\rm esc}^{\rm LyC}with the size of both the UV continuum and Ly\alphaare plotted in blue and gray lines (Eq. 1 and 2 ). While these linear fits indicate that LCEs may have more compact Ly\alphathan non-LCEs respect to the UV continuum (left), individual data points do not reflect this behavior (right), highlighting the lack of ability of simple size measurements to fully reproduce the morphology of the Ly\alphaemission, and the need of a more sophisticated modeling (see Sect. 4).

However, models predict scattering to be the main contributor to Ly\(\alpha\) [94][96], which is easily studied with LaCOS imaging (see Fig. 2). In this situation, star-forming regions copiously produce Ly\(\alpha\)radiation [97] that, because of its high cross section and the large abundance of hydrogen [98], can resonantly scatter in the gaseous halo creating a diffuse emission beyond the location of the UV sources. To characterize the morphology of the extended Ly\(\alpha\)emission around LaCOS galaxies, we start by comparing the light distribution of the Ly\(\alpha\)and the UV continuum.

3.1 The extent of the Ly\(\alpha\)and UV emission↩︎

First, we compute the radial intensity profile for both the UV continuum and Ly\(\alpha\)images of each source. This is done by measuring the total flux encompassed within concentric circular apertures in radial increments of 2 pixels, up to 200 pixels in total, starting from the centroid of the UV continuum band. Then, we read out the radii at which 20, 50 and 90 per cent of the flux within the 200 pixel circle is contained, getting \(r_{20}, r_{50}\) and \(r_{90}\), respectively (see Table ¿tbl:tab:LyaUV95analysis?). Uncertainties on these measurements (\(1\sigma\)) are reported by Monte Carlo sampling the individual pixels in the UV and Ly\(\alpha\)images with the corresponding error frames.

First, the use of circular apertures is justified by the visual symmetry and compact morphology of the Ly\(\alpha\)intensity maps: while perhaps over-simplistic, the circular annuli capture the amount of light within fixed radius with no dependency on the clumpy underlying morphology. Furthermore, this approach allows for direct comparison with existing measurements at high-redshift. Second, the choice of a large, 200 pixel-wide aperture (or \(8''\)) is made so that it contains the total Ly\(\alpha\)flux even for the largest galaxies in the sample (i.e., J081409, J095700, J134559). This aperture size corresponds to \(\simeq 35{\rm ~kpc}\) in diameter for the LaCOS median redshift of \(z=0.27\), a scale that remains almost invariant across the sample, because of the similar redshifts of the LaCOS galaxies (\(0.22\leq z\leq 0.32\), or a \(\simeq 20\)% variation in kpc units).

Finally, for a proper comparison between the extent of the Ly\(\alpha\)and the UV emission, a similar limiting depth for both observations is required. In LaCOS, this is deliberately achieved by assigning comparable integration times3 to the F150LP and F165LP exposures. For extended sources with the same exposure time, the limiting surface brightness will depend on the redshift as \((1+z)^{-4}\) [99]. Once again, due to the narrow redshift range covered by the LaCOS galaxies, the reached surface brightness limit will not vary much between sources (\(\simeq 25\%\) across the sample). We compute the surface brightness limit for the UV and Ly\(\alpha\)images of each source, by measuring the average value of the standard deviation of the flux (from the weight maps) over a 5-pixel-wide annulus of 200 pixel size. The resulting limiting depths for the UV and Ly\(\alpha\)are comparable (\(\simeq 2 \times 10^{-17}{\rm ~erg~s^{-1}~cm^{-2}~\AA^{-1}~arcsec^{-2}}\)), where the Ly\(\alpha\)flux was divided by the 109.2Åband-pass of the F150LP filter.

Thus, we measure Ly\(\alpha\)radii in the range \(r_{50} = 0.6-7.7{\rm ~kpc}\), (\(r_{20} = 0.3-1.8{\rm ~kpc}, r_{90} = 3.6-23.7{\rm ~kpc}\)), while the for the UV continuum we measure \(r_{50} = 0.5-3.2{\rm ~kpc}\) (\(r_{20} = 0.2-1.5{\rm ~kpc}, r_{90} = 2.6-20.5{\rm ~kpc}\)). We note that the UV half-light radii are slightly above the measurements reported in [1] from the COS acquisition images, due to the lower surface brightness and larger field of view reached by our SBC observations compared to COS [66].

In Figure 3 we compare the 50%-light radius of Ly\(\alpha\)and UV emissions, resulting in a tentative correlation between the two. LaCOS galaxies show a diversity of Ly\(\alpha\)to UV sizes, having \(r_{50}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} / r_{50}^{\rm UV} = 0.8 - 7.0\), with a mean of 2.8, in agreement with the median of 2.9 reported by [100] in local galaxies. Although in a photo-ionization scenario, the gas (and therefore the Ly\(\alpha\)emission) is expected to extend further than the stars, a simple calculation of the Ly\(\alpha\)and UV continuum surface brightnesses (by summing up the flux in concentric circular annuli instead of apertures) reveals faint Ly\(\alpha\)emission (\(2\sigma\) detection) at distances as far as 10 times from the edge of the UV continuum, with a median of 4.5 times.

Altogether, this confirms that the emergent Ly\(\alpha\)emission is significantly more extended than the UV for the vast majority of LaCOS galaxies, and extends over scales corresponding to the inner CGM domain [101]. When compared to other measurements of extended Ly\(\alpha\)emission around low-\(z\) LAEs, such as the eLARS4 galaxies [77], our \(r_{50}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} / r_{50}^{\rm UV}\) ratios, although roughly compatible, lay in the lower bound region of the parameter space, showing smaller Ly\(\alpha\)and UV size than the average eLARS galaxy. This is by selection, as the eLARS survey added some large, nearby galaxies to the original LARS starburst galaxy sample [76]. At higher redshifts (\(2.8 \leq z \lesssim 6\)), [102] reported higher Ly\(\alpha\)to UV \(r_{50}\) ratios than this work (4.8 and 12, on average).

Figure 5: The LCE fraction (tentatively) increases towards more compact galaxies in Ly\alpha, due to the underlying correlation between f_esc^LyC f_{\rm esc}^{\rm LyC}and Ly\alpha r_{20}.

Figure 4 (left) shows the escape fraction of ionizing photons (f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)) as a function of the Ly\(\alpha\)half-light radius (\(r_{50}\)) for the LaCOS survey. In order to assess the significance of the correlation, we perform a survival Kendall correlation test [68], which properly accounts for f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)upper limits in the ranking. Our Kendall test reveals a strong and significant anti-correlation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and Ly\(\alpha\) \(r_{50}\), meaning that galaxies with smaller Ly\(\alpha\)radii tend to have higher escape fractions. In the same panel, we also plot the LCE fraction as the number of LyC detections over the total, by splitting the sample into equally populated \(r_{50}^{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) bins via the median value. Similarly, the LCE fraction increases from \(0.24 \pm 0.04\) at \(r_{50}^{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} = 3.2{\rm ~kpc}\) to \(0.48 \pm 0.05\) at \(r_{50}^{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} = 1.6{\rm ~kpc}\). These LCE fractions were calculated using the methods in [1]5, in which each fractional bin is Poisson binomial and representative of the independent sampling of each datum from its respective normal distribution [103].

If the extended Ly\(\alpha\)emission is produced via scattering within the gaseous halo, a connection between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the Ly\(\alpha\)size is expected. The relation shown in Fig. 4, however, may be affected by the already reported trend between the escape fraction and the size of the star-forming regions traced by the UV half-light radius [66], and the underlying Ly\(\alpha\)-to-UV correlation itself (Fig. 3). The emergence of the f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)to UV-size relation is attributed to the influence of feedback in LyC escape [59], [104]. The affinity of strong LCEs for high \(\Sigma_{\rm SFR}\) and low UV size [24], [37] suggests that higher concentrations of star formation provide the mechanical feedback necessary to clear LyC escape paths [41], [44], [105]. Alternatively, the low metallicity of these young starbursts may delay the explosion of supernovae [106], requiring the ionizing feedback to contribute, which will be more efficient at ionizing the surroundings in more compact systems [43], [107]. Consistently, [42] and [108] have shown that high ionized gas velocities are preferentially found in stronger leakers.

To circumvent the aforementioned bias, in Fig. 4 we perform log-linear fits to the f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)versus the UV and Ly\(\alpha\) \(r_{50}\) separately, using the linmix6 Bayesian fitting code [109]. For upper-limits in the escape fraction, linmix marginalizes over the unobserved true values conditional on being below the observed limit. We obtain, \[\log \ifmmode f_{\rm esc}^{\rm LyC} \else f_{\rm esc}^{\rm LyC}\fi= (-0.61 \pm 0.17) \cdot r_{50}^{\rm UV} - (0.98 \pm 0.19) \label{eq:fesc95rUV}\tag{1}\]

and \[\log \ifmmode f_{\rm esc}^{\rm LyC} \else f_{\rm esc}^{\rm LyC}\fi= (-0.50 \pm 0.13) \cdot r_{50}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} - (0.67 \pm 0.30) \label{eq:fesc95rLya}\tag{2}\]

respectively. Given that the slope of the f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)to UV-size relation is steeper than the Ly\(\alpha\)fit, this suggest that Ly\(\alpha\)to UV size ratio may decrease with increasing f_esc^LyC \(f_{\rm esc}^{\rm LyC}\).

Consistently, [110] recently found that strong LCEs appear uniformly compact in the low ionization gas-phase (traced by MgII\(\lambda\lambda2796,2803\) and [OII] emission) with respect to the UV starlight, suggesting they do not have extended neutral gas halos. The non-LCEs, on the other hand, showed a diversity of low-ionized gas configurations. In the right panel of Figure 4, we further stress this hypothesis by plotting the Ly\(\alpha\)-to-UV size ratio as a function of f_esc^LyC \(f_{\rm esc}^{\rm LyC}\). While the linear fits in the left panel indicate that LCEs may have more compact Ly\(\alpha\)than non-LCEs with respect to the UV continuum, individual data points do not reflect this behavior.

We note that, while the circular apertures adopted here may not capture azimuthal variations in the light profile, they are firstly a direct and non-parametric way to capture the radial light profile (growth of the integrated flux with radius), and secondly they can easily be adopted for galaxies in the high-redshift Universe, where the average S/N per pixel may be lower and parametric fitting methods may fail. Moving forward these limitations, in Sect. 4 we introduce a more sophisticated modeling to describe the morphology of Ly\(\alpha\)in the LaCOS sample.

3.2 The morphology of extended Ly\(\alpha\)emission↩︎

To gain more insights into the connection between the properties of the extended Ly\(\alpha\)emission and f_esc^LyC \(f_{\rm esc}^{\rm LyC}\), we now characterize the morphology of the Ly\(\alpha\)images according to the concentration parameter [111], defined in this work as \(C_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} = r_{90}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}/r_{20}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\). We observe a wide range of \(C_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) values in LaCOS, with \(r_{90}\) being between five and 30 times larger than Ly\(\alpha\) \(r_{20}\). The LyC escape fraction (f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)) is plotted against the same \(C_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) statistic in Figure 5, alongside the Ly\(\alpha\) \(r_{20}\) and \(r_{90}\) measurements for the same sample.

We find that both f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the LCE fraction tentatively increase with the \(C_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) parameter. In other words, LCEs and galaxies with high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)tend to show more concentrated Ly\(\alpha\)light distributions, in line with the results hinted in the previous section. This tentative, positive correlation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and \(r_{90}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}/r_{20}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) is driven by the underlying, strong anti-correlation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and \(r_{20}\), while there is no correlation at all between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and \(r_{90}\). Once again, this illustrates the lack of ability of simple size measurements to reproduce the morphology of Ly\(\alpha\)in compact galaxies. Even though PSF effects are not accounted in this simple size analysis, we note that most of the LaCOS galaxies fall above the \(C_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} \simeq 7.3\) value expected from an exponential light profile. This suggests that more complicated functional forms, specifically including steeper profiles at shorter radii, are needed to reproduce the full Ly\(\alpha\)light profile (see Sect. 4).

3.3 Ly\(\alpha\)to UV continuum offsets↩︎

In this section, we calculate the spatial offset between the centroids of the Ly\(\alpha\)and UV emission (\(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi- UV}\)). These offsets may indicate whether Ly\(\alpha\)photons are produced in or scattered away from star-forming regions responsible for the UV, supporting one of the aforementioned scenarios for extended Ly\(\alpha\)[112]. For instance, small offsets could indicate star formation knots off-centered from the main body of the starburst [63], while larger ones may favor satellite galaxy emission.

For around half of the LaCOS sample, the estimated offsets using the photutils.centroids routine [113] are larger than half of the PSF FWHM of our SBC observations. For those, we measure \(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi- UV}\) ranging from 0.14 to 4.31 kpc, with a mean of \(1.63{\rm ~kpc}\). Typical values found in the \(2 \leq z \leq 6\) literature are \(0.2-2~{\rm kpc}\), usually from ground-based campaigns with complementary HST or JWST imaging [102], [114][117]. To be physically interpreted, the spatial offsets should be correlated to the UV size of the galaxy [102], avoiding possible biases that may cause bigger offsets to appear in larger galaxies.

To achieve that aim, we normalize the offsets to the 90%-light radius of the UV. Since \(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi- UV}/r_{90}^{\rm UV} \leq 1\) in all cases, the centroids of the Ly\(\alpha\)emission in LaCOS appear to always be confined within the UV contours of the galaxy. The spatial coincidence of the UV and Ly\(\alpha\)centroids suggests that either the bulk of the Ly\(\alpha\)is primarily produced within the location star-forming regions, or that the diffuse Ly\(\alpha\)emission manifests symmetrically extended around them, compatible with the scattering scenario. This is also consistent with cosmological simulations [94][96], that only predict important contributions from the other mechanisms (cooling, recombination or galaxy clustering) at distances in the halo well above the ones detected in individual LaCOS galaxies [118], [119]. Reassuringly, and although a large fraction of the LaCOS galaxies show signatures of interactions or mergers near coalescence [120], we do not find clear evidence of separate companions emitting in Ly\(\alpha\), once again ruling out the galaxy clustering scenario.

Turning to the literature, the results presented in [110] concerning a subsample of LzLCS galaxies –which includes some of our LCEs and non-LCEs– are compatible with this work, reporting offsets between the MgII and the stellar emission that did not extend beyond the size of the HST counterpart. Sharing a similar resonant nature, this confirms the ability of MgII to trace the same neutral and low-ionzed gas as Ly\(\alpha\)[121][123]. Contrarily, around half of the \(z=3-5\) lensed LAEs from [102] show much higher offsets than the UV size, which was attributed to the presence of companions in their sample.

Figure 6: Ionizing escape fraction (f_esc^LyC f_{\rm esc}^{\rm LyC}) as a function of the spatial offset between the centroid of the Ly\alphaand UV emission (\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi-UV}), relative to the size of the UV continuum (r_{90}). The centroid of the Ly\alphaappears confined within the UV emission for all LaCOS galaxies. LCEs show smaller relative offsets than non-LCEs (marginally), suggesting that both Ly\alphaand LyC preferentially escape through privileged sight-lines aligned with the observer.

In Figure 6, we show the escape fraction versus the Ly\(\alpha\)-UV offset relative to \(r_{90}^{\rm UV}\), \(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi- UV}/r_{90}^{\rm UV}\). Our observations reveal a tentative correlation, indicating that smaller relative offsets are found in galaxies with high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\), a result that was already found (tentatively, albeit with a different method), in [66]. Similarly, [124] observed a spatial coincidence of both Ly\(\alpha\)and LyC photon escape from a single star cluster in the Sunburst Arc at \(z = 2.4\). In the same vein, four out of the five strong LyC emitters (\(\ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi\geq 20\%\)) reported in [56], using HST/F336W photometry cross-matched with VLT/MUSE spectroscopy [125], showed spatial offsets almost coincident between Ly\(\alpha\), UV and the LyC [65]. Other high-\(z\) studies, on the other hand, has shown significant offsets of the LyC respect to the UV [31], [126]. Finally, and motivated by the former works, [58] studied the relation between Ly\(\alpha\)offsets and LyC escape in the SPHINX cosmological simulations [27], and found that galaxies that contribute most to reionization tend to have \(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi-UV} \leq 1{\rm kpc}\), although there was no clear trend between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and \(\Delta_{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi-UV}\).

4 Properties of Ly\(\alpha\)halos (LAHs) around low-z, compact, star-forming galaxies↩︎

In the previous section, we have unveiled the presence of Ly\(\alpha\)emission with half-light radii three times larger than the corresponding size in the UV continuum on average (and up to six times in some cases; Fig. 3). Based on the small offsets between the Ly\(\alpha\)and UV centroids and the lack of close galaxy companions, we argued that these Ly\(\alpha\)halos (LAHs) most likely originate from the scattering of Ly\(\alpha\)photons emitted from the star-forming regions into the extended HI halo of these galaxies [127]7. Furthermore, tentative differences in the morphology of the extended Ly\(\alpha\)emission have been found between LCE and non-LCE populations, where LCEs exhibit more concentrated Ly\(\alpha\)distributions than non-LCEs (Fig. 5). However, simple size measurements could not accurately reproduce the morphology of Ly\(\alpha\)in these compact galaxies. To further test the underlying hypothesis of whether LCEs show more compact Ly\(\alpha\)respect to the UV than non-LCEs, we proceed to model the shape, extension and luminosity of the LAHs in LaCOS by employing fitting methods widely used in the literature.

a

b

Figure 7: Example of Ly\(\alpha\)halo modeling for the non-LCE galaxy J110452. Panel (A): UV continuum and Ly\(\alpha\)images (left column), and corresponding best-fit pysersic models (right column). Concentric circles in blue and yellow mark the measured 50\(\%\)-light and 90\(\%\)-light radius on each band. The white bar corresponds to 5 physical kpc at the redshift of the source. Panel (B): Ly\(\alpha\)radial and surface brightness profiles (green shaded area and data points). The projected single Sersic and Sersic+Exponential models that fit the core (traced by the UV continuum) and the core+halo emission of the Ly\(\alpha\), are shown with blue and red solid lines, respectively. The resulting UV and Ly\(\alpha\)scale lengths (\(\ifmmode r_s^{\rm UV} \else\)r_s^UV\(\fi, \ifmmode r_s^{\rm Ly\alpha} \else\)r_s^Ly\(\fi\)) can be read in the insets. The Ly\(\alpha\)Halo Fraction (HF), representing the integral of the halo component over the total Ly\(\alpha\)luminosity, is also shown..

4.1 Modeling of LAHs in compact galaxies↩︎

Extended LAHs have been shown to be ubiquitous around star-forming galaxies at all redshifts, detected via stacking techniques [118], [119], [127], [129][139] and around individual galaxies [78], [100], [102], [140][152].

The 2D light distribution of LAHs have often been modeled assuming two morphological components [78], [145], [146], [150]. The first component (named core), steeper and more compact, traces the Ly\(\alpha\)photons directly produced within the central star clusters, and is assumed to match the shape of the UV counterpart. The second component (the halo), often flatter and more extended than the core, probes the Ly\(\alpha\)within the CGM, whose morphology is independent of the shape of the core. Inspired by former studies [146], here we adopt the same two component fitting approach.

We fit the spatial distribution of our synthetic NB Ly\(\alpha\)images using a 2D Sérsic+Exponential profile decomposition of the form: \[\begin{align} I(x,y) \propto I_{\rm core}^0 \cdot \exp \left( \left( -\dfrac{r_{\rm core}(x_0,y_0,\theta,q)}{r_s^{\rm core}} \right)^{1/n} \right) + \\ + I_{\rm halo}^0 \cdot \exp \left( -\dfrac{r_{\rm halo}(x_0,y_0)}{r_s^{\rm halo}} \right) \end{align}\]

where \(r_{\rm core}(x_0,y_0)\) is a rotated ellipse centered at \((x_0,y_0)\) with position angle \(\theta \in [0,2\pi)\) (measured in radians from the positive \(x-\)axis), and axis ratio \(q=1-b/a \in [0,1)\) (with \(b, a\) the semi-major and semi-minor axes). \(r_{\rm halo}(x_0,y_0) = \sqrt{(x-x_0)^2 + (y-y_0)^2}\), \(x,y\) being the cartesian coordinates in pixel units. \(r_s^{\rm core}, r_s^{\rm halo}\) are the characteristic core and halo scale lengths (in pixels), and \(I_{\rm core}^0, I_{\rm halo}^0\) are the central intensities of the Sérsic and Exponential profiles (in flux density units).

The fits are performed using the the Bayesian code pysersic [153], which allows for a flexible control of the priors while taking into account the instrumental PSF by convolving the models with our custom PSF kernel (Sect. 2). During the fit, we enforce \(r_s^{\rm core} \leq r_s^{\rm halo}\), while \(r_s^{\rm core}, n, \theta, q\) and the ellipse centroid \((x_0,y_0)\) are fixed to the best solution obtained from a separate Sérsic fit to the UV continuum image alone. \(I_{\rm core}^0\) is free to vary so that the intensity of the core scales to the luminosity of the central Ly\(\alpha\)component. Figure 7 shows an example of our LAH modeling approach. Panel (A) shows the data and best-fit 2D models for the UV continuum (top) and NB Ly\(\alpha\)(bottom). In the case of Ly\(\alpha\), the core and halo components have been highlighted. In Panel (B), the best-fit models for the UV (in blue) and Ly\(\alpha\)(in red) are projected into circularized radial and surface brightness profiles, together with the observed Ly\(\alpha\)distributions (in green). The need for the extended halo component to capture the light of the outer regions of the Ly\(\alpha\)emission is clear.

In Table ¿tbl:tab:LAH95analysis?, we report the mean and inter-quartile range of the pysersic realizations for the core (UV) and Ly\(\alpha\)halo scale lengths. We obtain \(r_s^{\rm core} \equiv r_s^{\rm UV} = 0.11-1.97{\rm ~kpc}\) and \(r_s^{\rm halo} \equiv r_s^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi} = 0.93-7.61{\rm ~kpc}\). Figure 8 shows the comparison between the Ly\(\alpha\)and UV scale lengths for LaCOS galaxies. LaCOS LAHs extend, overall, 10 times beyond the size of the UV starlight, effectively probing distances out to the CGM of these compact galaxies. As a comparison, in Fig. 8 we include the LAH measurements from the MUSE-Deep survey at \(z = 3-5\) [146], and the results from the eLARS nearby galaxy sample [150].

Clearly, the extent of LaCOS LAHs is in agreement with the MUSE results at higher redshifts, with some of the eLARS galaxies being more extended systems in the UV. [78] first interpreted these similarities as a potential lack of evolution in the relative sizes of extended Ly\(\alpha\)with cosmic time. Here, we additionally stress the high-\(z\) analog nature of the LaCOS galaxies to explain this behavior. The high (and compact) SFRs, blue UV colors and extreme emission line properties of the LaCOS galaxies are properties shared among the high-\(z\) galaxy population [35]. Therefore, similar properties between the LaCOS analogs and the MUSE high-\(z\) LAEs will lead to similar LAHs, regardless of the redshift, given the underlying connection between the latter and various galaxy properties [150].

Figure 8: Ly\alphahalo versus UV continuum scale lengths. Solid and empty circles show LaCOS LyC detections and upper limits, respectively. Results from the MUSE [146] and eLARS surveys [150] are shown via orange and pink symbols. The dotted, solid and dashed lines draw the \ifmmode r_s^{\rm UV} \elser_s^UV\fi, 10~\ifmmode r_s^{\rm UV} \elser_s^UV\fi and 100~\ifmmode r_s^{\rm UV} \elser_s^UV\fi equalities, respectively. Both nearby star-forming galaxies and high-z LAEs show Ly\alphahalos that are around ten times larger than the characteristic UV emission, hinting on the lack of evolution in the distribution of neutral CGM gas with cosmic time.

4.2 The Ly\(\alpha\)Halo Fraction (HF)↩︎

Another commonly used quantity to characterize LAHs is the so-called Ly\(\alpha\)halo fraction (HF). This parameter represents the contribution of the halo to the total Ly\(\alpha\)luminosity [127], [145], [146], and it is defined as: \[{\rm HF} = \dfrac{L_{\rm halo}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}}{L_{\rm halo}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}+L_{\rm core}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}}\]

where \(L_{\rm core}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) and \(L_{\rm halo}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) correspond to the integrated luminosity of the core and the halo, respectively. A compilation of our HFs for the LaCOS galaxies can be found in Table ¿tbl:tab:LAH95analysis?. We obtain HFs ranging from 0.1 for the faintest and more compact halos, to 0.9 for the more luminous and extended ones, compatible with MUSE results. The behavior of the HF with other halo-related quantities has been widely studied in [145] and [146]. For example, while the halo luminosity (\(L_{\rm halo}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)) seems to scale with the UV and Ly\(\alpha\)scale lengths, the HF does not appear to correlate with these quantities. Once again, our results agree with the former studies. The lack of discernible differences between our \(z \simeq 0.3\) LAHs and the MUSE measurements at \(z \geq 3\) implies that the physical conditions of the neutral CGM is similar between these high-\(z\) galaxies and our analog sample. This supports the applicability of f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)predictors that rely on the spatial properties of Ly\(\alpha\)to observations of high-\(z\) galaxies. In the same line, [154] recently reported similar physical and Ly\(\alpha\)characteristics between the well-studied local analogs and a sample of 11 high-\(z\) LAEs with combined JWST plus MUSE observations.

Figure 9: Legend is an in Fig. 8. The HF and W_Ly W_{\rm Ly\alpha}are mildly anti-correlated, while the HF decreases sharply with C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}. These trends imply that the Ly\alphaflux in the strongest LAEs emerges, mainly, from the central starbursts rather than from the diffuse halos.

For the topic of this work, it is interesting to explicitly show how these HFs behave with global integrated properties of the Ly\(\alpha\)line [155]. As summarized in the Introduction of this paper, both W_Ly \(W_{\rm Ly\alpha}\)and f_esc^Ly \(f_{\rm esc}^{\rm Ly\alpha}\)hold some of the strongest scaling relations with f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)[9], [37], [46]. Strong LAEs (i.e., high W_Ly \(W_{\rm Ly\alpha}\)) will be, statistically speaking, strong LyC emitters too [10], [30]. Figure 9 shows the HF against the total equivalent width of Ly\(\alpha\)as well as against the concentration parameter (\(C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)) described in Sect. 3 (for completeness, we also plot the latter two quantities against each other). For comparison, the high-\(z\) LAH measurements from MUSE [146] are shown in the background of this plot. Contrarily to the high-\(z\) observations, LAHs in LaCOS do show a marginal anti-correlation between the HF and W_Ly \(W_{\rm Ly\alpha}\). On the other hand, HF appears to significantly scale with \(C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\) (\(p_{\rm val.} \leq 10^{-4}\)), showing that low HF corresponds to highly concentrated halos (high \(C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)), and vice versa. This behavior suggest that most of the Ly\(\alpha\)flux contributing to the Ly\(\alpha\)equivalent width in LAEs actually originates from the central starburst (high \(L_{\rm core}^{\rm \ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)) rather than from the diffuse emission in the halo [127], [145]. Consistent with this interpretation, [156] found that the inner CGM acts as a screen that scatters some Ly\(\alpha\)photons out of the line of sight, producing a effective absorption in the line profile. As a consequence, larger HF may imply a more extended CGM in front of the galaxy which is detectable in Ly\(\alpha\)emission, but the overall Ly\(\alpha\)flux is strongly reduced (low EW), whereas when the LAH is compact, most of the produced Ly\(\alpha\)flux can be transmitted.

Finally, it is worth noticing the different space of parameters occupied by LCEs and non-LCEs in Fig. 9. LCEs seem to have lower HFs than non-LCEs which points towards a situation in which the majority of both Ly\(\alpha\)and LyC would escape either (1) straight from the star clusters and through privileged sight-lines towards the observer, or (2) isotopically in all directions. Consistently with the first interpretation, in [66] we found a strong degree of correlation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the Ly\(\alpha\)luminosity and equivalent width of the brightest UV-emitting clusters in LaCOS, suggesting that the escaping LyC radiation preferentially originates from the brightest clusters in the galaxies, and further supporting the connection between Ly\(\alpha\)properties and LyC escape.

Armed with the HF as our primary metric to characterize the Ly\(\alpha\)halos, in the next section we will address the fundamental question aim by the LaCOS program: how do conditions in the CGM, as traced by Ly\(\alpha\), impact LyC escape in galaxies?

5 On the connection between LyC escape and the properties of LAHs in emission↩︎

The main goal of this paper is to establish the connection between the properties of the extended CGM (probed by Ly\(\alpha\)emission) and the physics of LyC escape. To do so, throughout we have characterized the LAHs in a sample of 42 galaxies with ionizing continuum observations: the LaCOS sample. In the previous section, we defined the Halo Fraction (HF) as the fractional contribution of the halo to the total Ly\(\alpha\)luminosity. Now, we study the relation between HF, f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the physical properties of LaCOS galaxies.

Figure 10: Relation between the Ly\alphaHalo Fraction (HF) and the ionizing escape fraction (f_esc^LyC f_{\rm esc}^{\rm LyC}) in the LaCOS sample. The solid line represents a linear fit to the data, including upper limits. LCEs and galaxies with high f_esc^LyC f_{\rm esc}^{\rm LyC}show lower HFs than non-LCEs, indicating that Ly\alphaand LyC escape from the central star clusters and, in the case of Ly\alpharadiation, minimizing the number of scattering interactions in the intervening CGM.

5.1 The HF to f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)relation↩︎

Figure 10 shows the relation between the Ly\(\alpha\)Halo Fraction (HF) and the ionizing escape fraction (f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)) in the LaCOS sample. Our Kendall ranking test reveals a strong (\(\tau=-0.44\)) and significant (\(p_{\rm val.} \leq 10^{-4}\)) anti-correlation between the two, so that galaxies with high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)show low HFs, and vice-versa. Our findings imply that both the Ly\(\alpha\)and the ionizing radiation in LCEs emerge directly from the central star-forming regions (high \(L_{\rm core}\)), a physical picture which is consistent with the already found correlations between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and the Ly\(\alpha\)properties of the UV-brightest clusters in LaCOS [66], as well as other LCEs at higher redshifts [124]. As this Ly\(\alpha\)halo is most likely produced via scattering within the CGM gas in the line of sight (see previous sections), Ly\(\alpha\)photons in LCEs (high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)) would escape without much scattering interactions in the surrounding CGM (lower \(L_{\rm halo}\) and HFs).

Based on radiative transfer simulations, [92] first suggested that extended Ly\(\alpha\), H\(\alpha\) and UV continuum emission can be used to infer the escape fraction of ionizing radiation from a central source into the CGM. [58] built on this, and used mock observations from the SPHINX cosmological simulations [27], [157], [158] to show that galaxies with larger angle-averaged f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)tend to have less extended Ly\(\alpha\)profiles with respect to both the rest-UV continuum and H\(\alpha\) emissions. However, changes in UV extent were smaller than those for H\(\alpha\) with respect to Ly\(\alpha\), probably due to fluorescence exciting H\(\alpha\) emission in the outer CGM, while the UV profiles become increasingly steep due to the presence of nuclear starbursts. Our results support the aforementioned simulations, and the tight correlation found between HF and the escape fraction motivate the use, for the first time, of the HF as a new f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)indicator.

Figure 11: The dependence of the Ly\alphascale length (r_s^Ly r_s^{\rm Ly\alpha}) on the LaCOS physical properties: the ionization parameter (traced by \log O_{32}), the gas-phase metallically (12 + \log{\rm O/H}), and the equivalent width of the HI lines (\ifmmode W_{\rm HI} \elseW_HI\fi, a proxy for the line-of-sight HI column density). Data points are color-coded by f_esc^LyC f_{\rm esc}^{\rm LyC}, and crosses represent non-detections in the LyC.

We fit a linear regression model (the simplest we found that could accurately describe the empirical trend) to the \(\log \ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi\) versus HF observations using linmix [109], including errors on both variables and accounting for censored data. We obtain: \[\log \ifmmode f_{\rm esc}^{\rm LyC} \else f_{\rm esc}^{\rm LyC}\fi= (-2.32 \pm 0.41) \cdot {\rm HF} - (0.38 \pm 0.25)\]

with a resulting small intrinsic scatter of \(\sigma_y = 0.02\). Albeit the non-negligible uncertainties, HF can be used to estimate the escape fraction of Ly\(\alpha\)-emitting galaxies at high-\(z\).

As an illustrative example, we use four of the \(z \geq 3\) LyC detections discovered by [56] using the HDUV survey [159], with IDs 7193, 1087 (Gold), 2134 and 7121 (Silver sample), and available MUSE-Deep data. Our predicted f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)from the estimated HFs in [146] is only 1-2% (\({\rm HF}\simeq 0.6-0.8\)), while other Ly\(\alpha\)observables such as high Ly\(\alpha\)peak separations (677 and 565 \({\rm ~km ~s^{-1}}\) in the case of IDs 1087 and 2134), suggest negligible escape too. Puzzlingly, [56] reported f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)values between 20 and 80% for these sources (with \(\pm 5-15\%\) typical uncertainties). The discrepancy may arise from plausible under-estimations of the intrinsic LyC flux from the broad-band SED modeling of the HDUV sources.

This is specially relevant at the EoR, where the only accessible f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)information needs to imperatively arrive from indirect diagnostics [160]. Luckily, the number of Ly\(\alpha\)observations within the EoR is growing at unprecedented pace thanks to JWST [154], [161][173]. However, the former works are based on integrated spectral measurements at ISM scales, which are impacted by the IGM absorption at these epochs. Relative morphological properties of the Ly\(\alpha\), such as HFs, will presumably be less affected by the IGM, given the difference in physical scales between these features and the ionized bubbles at the EoR [174], [175]. If the halo emission is more redshifted than the core emission due to outflows, for example, this may hamper the direct use of the LAH diagnostics, since the halo emission will be less attenuated by the IGM than the Ly\(\alpha\)photon from the core [176].

As a forecast for future studies, NIRSpec/IFU observations will be able to detect and characterize the extended LAHs around these distant sources, with a resolution below \(600{\rm ~pc}\) at \(z \simeq 6\). This opens a new window for the reionization community so that, by using the relation between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and HF proposed in this work, the ionizing output of galaxies can be estimated at the EoR and beyond (Saldana-Lopez et al., in prep.). Even for high-\(z\) LAEs with no detected UV counterpart, the strong correlation between the HF and the Ly\(\alpha\)concentration (\(C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)), will allow to alternatively use the latter as a proxy for the LyC escape fraction.

5.2 The role of the neutral CGM in LyC escape↩︎

Here, we study the physical galaxy parameters that could impact both the extent and contribution of the halo to the total Ly\(\alpha\)luminosity. To do so, we compare the Ly\(\alpha\)scale lengths (r_s^Ly \(r_s^{\rm Ly\alpha}\), Figure 11) and HFs in LaCOS (Figure 12) with some of the parameters known to be indirect drivers of LyC escape [7], [37], [38]. Specifically, we use the equivalent width of the Balmer lines (i.e., \(W_{\rm H\beta}\)) as an indicator of the age of the stellar populations, the \(O_{32}\) ratio as a proxy for the ionization parameter, and \(12+\log{\rm ~O/H}\) for the gas-phase metallicity. We will also employ the UV continuum slope (\(\beta_{\rm UV}\)) as a tracer of dust attenuation, and the equivalent width and residual flux of the Lyman series lines (\(W_{\rm HI}, R_{\rm HI} = 1 - C_f{\rm (HI)}\)) for the density and covering fraction of the ISM HI gas. Finally, we will use the deficit in the [SII]\(\lambda\lambda\)​6716,6732/H\(\alpha\) ratio (\(\Delta[{\rm SII}]\)) respect to the bulk of SDSS star-forming galaxies [6], as a proxy for matter (or [SII]-deficient) versus ionization-bounded galaxies.

In agreement with the results presented in [110] studying MgII halos, Fig. 11 shows that compact Ly\(\alpha\)configurations are preferentially found in galaxies with high ionization parameter, low metallicity and low HI equivalent width (measured from COS in the Lyman series). This suggests that either (1) the stellar populations in these galaxies have efficiently ionized not only the ISM but also part of their neutral gas halo [44], and/or (2) Ly\(\alpha\)escapes through many sight-lines in all directions, consistent with the high LyC detection fraction in high \(O_{32}\) galaxies [5], [124]. These arguments lie in agreement with the findings by [177] and [178], who reported a low HI 21cm detection rate in nearby, low-mass galaxies with high \(O_{32}\) ratios [179]. We note, however, that in the case of single-dish studies, the low angular resolution of observations may play a role in the low detection rate of these compact galaxies.

In any case, the correlation between the Ly\(\alpha\)scale length (r_s^Ly \(r_s^{\rm Ly\alpha}\)) and the HI equivalent width (W_HI \(W_{\rm HI}\)), points to a direct link between the Ly\(\alpha\)extended emission and the HI gas in front of the UV-emitting regions. Continuing, we find a lack of correlation between r_s^Ly \(r_s^{\rm Ly\alpha}\)and the dust attenuation (\(\beta_{\rm UV}\)), in agreement with other observational studies [150]. We caution that these correlations can be driven, at least to some extent, by the fact that galaxies with larger UV counterparts may have higher Ly\(\alpha\)scale lengths as well (Fig. 8). This way, disentangling the role of the CGM from other underlying scaling relations may be a difficult task.

Fortunately, Ly\(\alpha\)HFs are independent of the UV or Ly\(\alpha\)scale lengths [146], [150], while still being a good representation of the contribution of the halo. Fig. 12 depicts a lack of correlation between the HF and properties related with the stellar populations (\(W_{\rm H\beta}, O_{32}\)), the dust (\(\beta_{UV}\)), or the [SII] deficit. It is worth noticing, however, that the three most extreme LCEs in our sample, having the highest \(W_{\rm H\beta}, O_{32}\), the lowest \({\rm O/H}\) and \(\beta_{\rm UV}\) and being among the most [SII] deficient, all show very low HFs. Anyway, the lack of correlation between HFs and the above-mentioned physical quantities suggests that the overall properties of CGM are independent of those tracing the stellar populations at galactic scales. On the other hand, we report significant correlations between the HFs and physical quantities related with the neutral ISM gas. In particular, higher Ly\(\alpha\)halo fractions are found for galaxies with higher \(W_{\rm HI}\), although only a tentaive correlation is found with \(C_f{\rm (HI)}\). This shows that properties that trace the optical depth of the HI gas within the ISM are linked to those of the LAHs seen in emission.

Based on stacked measurements of LzLCS spectra, [44] found evidence for the concurrence of two LyC escape scenarios in galaxies. Conveniently, [43] studied the effect of both radiation and mechanical feedback in LzLCS galaxies, by looking at the outflow profile of the absorption lines. On the one hand, in the strongest leakers (\(\ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi\geq 5\%\)), stellar populations younger than 3 Myr increase the ionizing feedback, which in turn can foster the isotropy of LyC escape by fully ionizing the galaxy surroundings. Alternatively, in the lowest metallicity starbursts, the onset of SN can be further delayed or suppressed [106], and catastrophic cooling may cause the build up of cool clouds at small radii, fragmenting into low density channels that the intense ionization front will rapidly evacuate. On the other hand, in weak to moderate leakers (\(\ifmmode f_{\rm esc}^{\rm LyC} \else\)f_esc^LyC\(\fi< 5\%\)), mechanical feedback from supernovae in 8-10 Myr stellar populations [41], imprint anisotropies in the dense gas distribution through which ionizing photons from subsequent starburst episodes can escape. Crucially, the intensity of HI absorption lines in the spectra probe the density of the neutral gas in the ISM [30], [180] or, equivalently, the LyC optical depth of the ISM [44], so that galaxies with high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)also show weak HI lines [38]. These HI gas indicators, together with Ly\(\alpha\), have demonstrated to be one of the most promising proxies of LyC escape [181].

Our observations of LAHs in LyC emitting galaxies are consistent with the physical picture described in the paragraph above. Strong leakers host a highly ionized ISM with lower HI column densities, as evidenced by their high \(O_{32}\) and low HI equivalent widths. The dominant ionizing feedback in the stronger LCEs struggles to drive gas into the CGM [182], resulting in more compact and shallow HI halos with shorter Ly\(\alpha\)scales and low HFs, that would allow the LyC photons that escape the ISM to transfer through the CGM without being absorbed, while Ly\(\alpha\)photons would also evade significant scattering. In the weak and non-leaker regime, galaxies show high Ly\(\alpha\)scale lengths (\(\ifmmode r_s^{\rm Ly\alpha} \else\)r_s^Ly\(\fi\geq 2{\rm ~kpc}\)) and high HFs (\({\rm HF} \geq 0.5\)), as well as high HI equivalent widths (\(W_{\rm HI} \geq 2\)Å). This indicates a high HI column density of gas in front of the stars, probably as a result of intense galactic winds driving gas out to CGM scales [43]. The low fraction of Ly\(\alpha\)photons that do escape the ISM are likely to undergo significant scattering in the CGM producing a large Ly\(\alpha\)halo in emission, while the LyC radiation remain trapped before reaching the CGM and escape the galaxy.

Apart from the outflows scenario [42], [64], [183], [184], the confluence of both an optically thin ISM and a shallow neutral CGM in the line-of-sight, may alternatively be caused by either the stellar populations ionizing most of the neutral gas [107], [185] or by the tidal forces of galaxy mergers [186], [187].

6 Summary and conclusions↩︎

In this paper, we have established the connection between the escape of ionizing radiation in galaxies and the physical conditions of the neutral gas in the the ISM and CGM. We have used data from the LaCOS program [66], that provided Ly\(\alpha\)and UV continuum imaging (see Sect. 2) for a sample of 42 low-redshift (\(z \simeq 0.3\)) star-forming galaxies with LyC observations [1]. Throughout, we have studied the size and morphology of the extended Ly\(\alpha\)emission compared to the UV counterpart (Sect. 3), and model the shape and contribution of Ly\(\alpha\)halos (LAH) to the total Ly\(\alpha\)luminosity (Sect. 4). Finally, we have unveiled the relation between the LyC escape fraction (f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)), the properties of LAHs, and the physical parameters that drive the escape of ionizing photons in LaCOS galaxies (Sect. 5). The main conclusion of this article are summarized below.

  • LaCOS galaxies show extended Ly\(\alpha\)emission ubiquitously, with Ly\(\alpha\)half-light radius \(\simeq 3\) times larger than the corresponding size of the UV continuum (Fig. 2 and 3), on average, and Ly\(\alpha\)significantly detected at distances as far as 10 times from the UV starlight. This is in agreement with other studies of local star-forming galaxies [77], [100].

  • The reported anticorrelations between f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)and both the Ly\(\alpha\)and UV size, seem to indicate that LCEs may have more compact Ly\(\alpha\)than non-LCEs respect to the UV continuum [110]. However, individual data points do not reflect this behavior (Fig. 4), highlighting the lack of ability of simple size measurements to reproduce the Ly\(\alpha\)morphology. In any case, LCEs show more compact Ly\(\alpha\)light distributions than non-LCEs (Fig. 5), where the centroid of the Ly\(\alpha\)is always confined within the UV contours (Fig. 6).

  • The results of our 2D modeling and decomposition of the Ly\(\alpha\)emission in LaCOS (Fig. 7), reveals LAHs with halo scale lengths that are \(\simeq 10\) times more extended that the star-forming regions in the core (Fig. 8). These facts lay in agreement with measurements of LAHs at higher redshifts [146], and reinforces the idea of the LaCOS galaxies being robust analogs of high-\(z\) emission line galaxy samples [35], [78].

  • We use the Ly\(\alpha\)halo fraction (HF) as the primary metric to characterize LAHs in LaCOS (Fig. 9). These HFs, defined as the contribution of the halos to the total Ly\(\alpha\)luminosities, seem to be marginally lower for galaxies with high W_Ly \(W_{\rm Ly\alpha}\)(i.e., strong Ly\(\alpha\)emitters, LAEs), while they scale inversely with the Ly\(\alpha\)concentration (\(C_{\ifmmode {\rm Ly\alpha} \else Ly\alpha\fi}\)). This suggests that the bulk of the Ly\(\alpha\)flux in strong LAEs mainly emerges from the central star clusters rather than from the diffuse outskirts of the halo [127], [145].

  • We discover an anti-correlation between the Ly\(\alpha\)HF and the escape fraction of ionizing photons (f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)), so that LCEs and galaxies with high f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)also have low HFs (Fig. 10). With this, we corroborate the results by [58] based on cosmological simulations, and we propose the study of LAHs and the HF as new LyC escape indicators. The resemblance between LaCOS and other high-\(z\) surveys in the properties of LAHs, supports the applicability of these indicators to observations of high-redshift galaxies [154].

  • Finally, we investigate other physical properties that may lead to the connection between LAHs and LyC escape (Fig. 11 and 12). Specifically, the Ly\(\alpha\)scale length appear to decrease with the ionization parameter (traced by \(O_{32}\)), while it increases with the galaxy gas-phase metallicity (\(12 + \log {\rm ~O/H}\)). Furthermore, we report significant correlations between r_s^Ly \(r_s^{\rm Ly\alpha}\), HFs and physical quantities related with the neutral gas in the ISM, so that higher Ly\(\alpha\)scale lengths and HFs are found for galaxies with higher HI equivalent widths of the Lyman series (\(W_{\rm HI}\)).

  • In synthesis, we propose a physical scenario in which both Ly\(\alpha\)and LyC in LCEs either emerge directly from the central starbursts or escape isotropically in all directions. Strong LCEs, hosting a highly ionized ISM with lower HI columns [38], [44], also show more compact and less luminous Ly\(\alpha\)halos in emission, with shorter r_s^Ly \(r_s^{\rm Ly\alpha}\)and low HFs. Hereby, a fraction of the LyC photons will escape the ISM without being absorbed, while the Ly\(\alpha\)radiation will transfer through the CGM with minimal resonant scattering.

Despite the caveats described in this work, and the scatter in the underlying relations, LAHs stand as a valuable tool for estimating the contribution of galaxies to the ionizing budget, particularly during the EoR, where indirect methods for f_esc^LyC \(f_{\rm esc}^{\rm LyC}\)are the only option. The rapid increase in Ly\(\alpha\)observations with JWST is expanding our understanding on the role of star-forming galaxies in early structure formation and IGM evolution, though current studies rely on integrated spectra, therefore missing crucial spatial information at CGM scales. Looking ahead, and based on the outcome of this study, we encourage the community to push for NIRSpec/IFU observations of LAHs of distant galaxies [161].

The authors thank the anonymous referee for providing useful comments, which have certainly improved the quality of this paper. This research is based on observations made with the NASA/ESA Hubble Space Telescope obtained from the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS 5–26555. These observations are from HST GO programs 17069, 14131, and 11107. A.S.L. acknowledges support from the Knut and Alice Wallenberg Foundation. M.J.H. is supported by the Swedish Research Council (Vetenskapsrådet) and is fellow of the Knut and Alice Wallenberg Foundation. A.L.R. acknowledges support from HST GO17069. F.L. acknowledges funding from the European Union’s Horizon 2020 research and innovation program under the Marie Sklodowska-Curie grant agreement No. C3UBES-101107619. A.L.R., M.S.O., and L.K. acknowledge support from HST GO-17069. R.A. acknowledges support of grant PID2023-147386NB-I00 funded by MICIU/AEI/10.13039/501100011033 and by ERDF/EU, and the Severo Ochoa grant CEX2021-001131-S.

7 Data tables↩︎

In Table ¿tbl:tab:LyaUV95analysis?, we list the different size measurements for both the UV and Ly\(\alpha\)emission, together with other archival properties such as redshifts and escape fractions [1]. Table ¿tbl:tab:LAH95analysis? presents the LAH scale lengths and halo fractions derived from our morphological decomposition of the LaCOS LAHs.

Sample properties and circularized UV and sizes for LaCOS galaxies.
ObjectID \(z\) \(f_{\rm esc}^{\rm LyC}{\rm (COS)}\) \(r_{20}^{\rm UV}{\rm ~(kpc)}\) \(r_{50}^{\rm UV}{\rm ~(kpc)}\) \(r_{90}^{\rm UV}{\rm ~(kpc)}\) \(r_{20}^{\rm \lya}{\rm ~(kpc)}\) \(r_{50}^{\rm \lya}{\rm ~(kpc)}\) \(r_{90}^{\rm \lya}{\rm ~(kpc)}\)
J011309 \(0.3062\) \(0.022_{-0.012}^{+0.016}\) \(0.34~\pm~0.01\) \(0.78~\pm~0.03\) \(3.51~\pm~0.53\) \(0.86~\pm~0.10\) \(2.81~\pm~0.33\) \(15.99~\pm~3.70\)
J012910 \(0.2800\) \(\leq 0.007\) \(0.36~\pm~0.01\) \(1.06~\pm~0.06\) \(5.65~\pm~1.88\) \(0.69~\pm~0.05\) \(2.63~\pm~0.19\) \(14.47~\pm~2.82\)
J072326 \(0.2969\) \(\leq 0.004\) \(0.28~\pm~0.01\) \(0.72~\pm~0.05\) \(3.86~\pm~1.33\) \(0.61~\pm~0.09\) \(2.18~\pm~0.20\) \(9.68~\pm~5.01\)
J081409 \(0.2272\) \(\leq 0.007\) \(0.66~\pm~0.02\) \(2.25~\pm~0.05\) \(16.28~\pm~1.29\) \(-\) \(-\) \(-\)
J082652 \(0.2972\) \(\leq 0.009\) \(0.31~\pm~0.03\) \(0.73~\pm~0.11\) \(3.13~\pm~2.86\) \(1.17~\pm~0.37\) \(3.70~\pm~0.88\) \(15.17~\pm~6.16\)
J090918 \(0.2816\) \(0.491_{-0.230}^{+0.417}\) \(0.20~\pm~0.02\) \(0.47~\pm~0.06\) \(4.57~\pm~4.76\) \(0.32~\pm~0.02\) \(0.98~\pm~0.15\) \(9.37~\pm~4.63\)
J091113 \(0.2622\) \(0.023_{-0.007}^{+0.018}\) \(0.26~\pm~0.01\) \(0.67~\pm~0.04\) \(4.24~\pm~1.29\) \(0.54~\pm~0.05\) \(1.89~\pm~0.14\) \(7.93~\pm~2.65\)
J091207 \(0.2470\) \(\leq 0.008\) \(0.61~\pm~0.05\) \(1.76~\pm~0.23\) \(18.20~\pm~3.55\) \(0.70~\pm~0.09\) \(1.94~\pm~0.41\) \(9.36~\pm~4.03\)
J091703 \(0.3004\) \(0.161_{-0.055}^{+0.073}\) \(0.22~\pm~0.01\) \(0.52~\pm~0.01\) \(3.34~\pm~0.38\) \(0.44~\pm~0.03\) \(2.26~\pm~0.33\) \(13.66~\pm~2.36\)
J092532 \(0.3013\) \(0.092_{-0.034}^{+0.019}\) \(0.26~\pm~0.01\) \(0.58~\pm~0.03\) \(3.92~\pm~1.02\) \(0.40~\pm~0.02\) \(1.08~\pm~0.07\) \(5.90~\pm~1.20\)
J092552 \(0.3142\) \(\leq 0.004\) \(0.61~\pm~0.06\) \(1.47~\pm~0.11\) \(13.34~\pm~7.75\) \(1.04~\pm~0.30\) \(2.50~\pm~1.16\) \(6.30~\pm~3.53\)
J093355 \(0.2913\) \(0.266_{-0.110}^{+0.106}\) \(0.27~\pm~0.02\) \(0.58~\pm~0.08\) \(4.45~\pm~3.60\) \(0.39~\pm~0.01\) \(1.22~\pm~0.10\) \(8.09~\pm~1.42\)
J095236 \(0.3187\) \(0.042_{-0.013}^{+0.021}\) \(0.52~\pm~0.02\) \(1.07~\pm~0.04\) \(3.51~\pm~0.60\) \(0.80~\pm~0.09\) \(2.29~\pm~0.50\) \(12.41~\pm~6.15\)
J095700 \(0.2444\) \(\leq 0.001\) \(1.41~\pm~0.04\) \(8.28~\pm~0.14\) \(20.54~\pm~0.13\) \(-\) \(-\) \(-\)
J095838 \(0.3017\) \(0.019_{-0.011}^{+0.028}\) \(0.31~\pm~0.02\) \(0.74~\pm~0.09\) \(2.80~\pm~0.92\) \(0.54~\pm~0.06\) \(1.66~\pm~0.23\) \(8.80~\pm~4.90\)
J105331 \(0.2526\) \(0.012_{-0.004}^{+0.006}\) \(0.30~\pm~0.00\) \(0.80~\pm~0.03\) \(4.01~\pm~0.36\) \(1.56~\pm~0.34\) \(4.67~\pm~0.42\) \(14.87~\pm~2.51\)
J110452 \(0.2801\) \(\leq 0.011\) \(0.40~\pm~0.01\) \(0.88~\pm~0.05\) \(4.69~\pm~1.70\) \(0.89~\pm~0.09\) \(2.82~\pm~0.27\) \(9.20~\pm~2.52\)
J112224 \(0.3048\) \(0.026_{-0.018}^{+0.056}\) \(0.24~\pm~0.03\) \(0.51~\pm~0.08\) \(2.78~\pm~3.57\) \(0.46~\pm~0.04\) \(1.45~\pm~0.24\) \(13.85~\pm~5.11\)
J113304 \(0.2414\) \(0.022_{-0.009}^{+0.022}\) \(0.40~\pm~0.01\) \(1.02~\pm~0.05\) \(7.03~\pm~1.83\) \(0.92~\pm~0.07\) \(3.24~\pm~0.22\) \(12.91~\pm~2.77\)
J115855 \(0.2430\) \(0.066_{-0.015}^{+0.030}\) \(0.27~\pm~0.00\) \(0.74~\pm~0.02\) \(4.90~\pm~0.49\) \(0.35~\pm~0.01\) \(1.08~\pm~0.07\) \(6.26~\pm~0.76\)
J115959 \(0.2679\) \(0.043_{-0.016}^{+0.067}\) \(0.31~\pm~0.02\) \(0.89~\pm~0.13\) \(7.82~\pm~4.55\) \(0.62~\pm~0.04\) \(2.10~\pm~0.15\) \(6.81~\pm~1.45\)
J120934 \(0.2193\) \(\leq 0.013\) \(0.21~\pm~0.00\) \(0.52~\pm~0.02\) \(2.63~\pm~0.17\) \(0.73~\pm~0.06\) \(2.50~\pm~0.12\) \(10.38~\pm~1.43\)
J121915 \(0.3038\) \(0.013_{-0.005}^{+0.016}\) \(0.43~\pm~0.04\) \(1.09~\pm~0.19\) \(9.24~\pm~6.80\) \(1.27~\pm~0.38\) \(7.71~\pm~2.63\) \(23.69~\pm~2.67\)
J124033 \(0.2834\) \(\leq 0.011\) \(0.31~\pm~0.01\) \(0.72~\pm~0.06\) \(11.16~\pm~6.64\) \(1.56~\pm~0.31\) \(3.49~\pm~0.64\) \(10.19~\pm~4.87\)
J124423 \(0.2394\) \(\leq 0.015\) \(0.50~\pm~0.02\) \(1.32~\pm~0.04\) \(4.57~\pm~0.64\) \(1.57~\pm~0.06\) \(3.92~\pm~0.18\) \(13.92~\pm~1.53\)
J124835 \(0.2634\) \(0.047_{-0.026}^{+0.043}\) \(0.32~\pm~0.00\) \(0.75~\pm~0.01\) \(4.16~\pm~0.36\) \(0.66~\pm~0.01\) \(1.87~\pm~0.03\) \(7.06~\pm~0.34\)
J125503 \(0.3119\) \(\leq 0.009\) \(0.48~\pm~0.02\) \(1.04~\pm~0.04\) \(3.06~\pm~0.46\) \(0.84~\pm~0.06\) \(2.24~\pm~0.24\) \(15.08~\pm~3.97\)
J125718 \(0.3131\) \(\leq 0.014\) \(0.32~\pm~0.02\) \(0.92~\pm~0.10\) \(11.38~\pm~4.96\) \(0.62~\pm~0.08\) \(1.54~\pm~0.20\) \(5.39~\pm~2.69\)
J130559 \(0.3157\) \(0.178_{-0.058}^{+0.078}\) \(0.20~\pm~0.03\) \(0.52~\pm~0.12\) \(5.19~\pm~6.39\) \(0.26~\pm~0.02\) \(0.61~\pm~0.11\) \(6.05~\pm~6.23\)
J131037 \(0.2831\) \(0.016_{-0.006}^{+0.020}\) \(0.26~\pm~0.01\) \(0.64~\pm~0.04\) \(3.91~\pm~1.73\) \(0.45~\pm~0.04\) \(1.37~\pm~0.24\) \(8.73~\pm~2.63\)
J131419 \(0.2961\) \(\leq 0.001\) \(0.89~\pm~0.03\) \(2.02~\pm~0.04\) \(6.00~\pm~0.89\) \(1.63~\pm~0.36\) \(3.83~\pm~0.94\) \(13.54~\pm~4.32\)
J131904 \(0.3176\) \(\leq 0.002\) \(0.52~\pm~0.04\) \(1.34~\pm~0.15\) \(11.35~\pm~5.47\) \(0.51~\pm~0.14\) \(1.29~\pm~0.65\) \(6.76~\pm~7.55\)
J132633 \(0.3177\) \(0.118_{-0.084}^{+0.137}\) \(0.29~\pm~0.01\) \(0.75~\pm~0.05\) \(4.11~\pm~0.97\) \(0.46~\pm~0.03\) \(1.76~\pm~0.25\) \(12.79~\pm~3.85\)
J132937 \(0.3091\) \(\leq 0.001\) \(1.52~\pm~0.03\) \(3.18~\pm~0.05\) \(9.52~\pm~1.03\) \(1.84~\pm~0.31\) \(3.30~\pm~1.22\) \(12.20~\pm~7.28\)
J134559 \(0.2373\) \(\leq 0.002\) \(0.78~\pm~0.02\) \(1.68~\pm~0.04\) \(7.77~\pm~0.42\) \(-\) \(-\) \(-\)
J140333 \(0.2816\) \(0.031_{-0.014}^{+0.019}\) \(0.35~\pm~0.03\) \(1.20~\pm~0.33\) \(17.77~\pm~2.66\) \(0.40~\pm~0.05\) \(0.99~\pm~0.18\) \(3.61~\pm~1.97\)
J144010 \(0.3008\) \(0.005_{-0.002}^{+0.002}\) \(0.32~\pm~0.01\) \(0.85~\pm~0.02\) \(5.05~\pm~0.33\) \(0.54~\pm~0.04\) \(2.17~\pm~0.22\) \(13.11~\pm~1.88\)
J154050 \(0.2944\) \(\leq 0.001\) \(0.45~\pm~0.01\) \(1.11~\pm~0.02\) \(5.18~\pm~0.22\) \(1.46~\pm~0.37\) \(4.27~\pm~0.61\) \(14.02~\pm~2.40\)
J155945 \(0.2268\) \(\leq 0.025\) \(0.26~\pm~0.01\) \(0.69~\pm~0.03\) \(7.25~\pm~2.23\) \(0.68~\pm~0.08\) \(2.21~\pm~0.16\) \(6.13~\pm~0.83\)
J160437 \(0.3123\) \(\leq 0.007\) \(0.34~\pm~0.02\) \(0.78~\pm~0.08\) \(3.50~\pm~2.79\) \(1.08~\pm~0.09\) \(3.00~\pm~0.44\) \(23.36~\pm~3.78\)
J164607 \(0.2906\) \(0.023_{-0.010}^{+0.010}\) \(0.26~\pm~0.01\) \(0.59~\pm~0.04\) \(2.85~\pm~0.85\) \(0.68~\pm~0.06\) \(2.17~\pm~0.20\) \(10.58~\pm~2.85\)
J172010 \(0.2938\) \(0.031_{-0.014}^{+0.026}\) \(0.58~\pm~0.03\) \(1.26~\pm~0.06\) \(3.08~\pm~0.58\) \(0.83~\pm~0.07\) \(2.06~\pm~0.15\) \(9.44~\pm~3.06\)

Notes. Column 1: object identifier. Column 2: spectroscopic redshift (from SDSS). Column 3: absolute ionizing escape fraction [1]. Column 4, 5 and 6: UV 20%, 50% (half-light) and 90%-light radii (in kpc) from the UV continuum (F165LP) images [66]. Column 7, 8 and 9: %, 50% and 90%-light radii (in kpc) for the emission, measured from a curve-of-growth analysis over the

images.

Best-fit morphological parameters of the extended LAHs in LaCOS.
ObjectID \(r_{s}^{\rm UV}{\rm ~(kpc)}\) \(r_{s}^{\rm \lya}{\rm ~(kpc)}\) HF
J011309 \(0.38~\pm~0.02\) \(5.02~\pm~0.60\) \(0.45~\pm~0.04\)
J012910 \(0.34~\pm~0.03\) \(4.94~\pm~0.45\) \(0.44~\pm~0.03\)
J072326 \(0.17~\pm~0.02\) \(2.82~\pm~0.26\) \(0.35~\pm~0.04\)
J081409 \(-\) \(-\) \(-\)
J082652 \(0.44~\pm~0.04\) \(6.93~\pm~0.89\) \(0.20~\pm~0.05\)
J090918 \(0.10~\pm~0.02\) \(1.58~\pm~0.68\) \(0.72~\pm~0.04\)
J091113 \(0.17~\pm~0.02\) \(2.30~\pm~0.20\) \(0.42~\pm~0.04\)
J091207 \(0.72~\pm~0.03\) \(3.83~\pm~0.57\) \(0.50~\pm~0.05\)
J091703 \(0.14~\pm~0.02\) \(5.41~\pm~0.47\) \(0.51~\pm~0.03\)
J092532 \(0.23~\pm~0.02\) \(1.48~\pm~0.22\) \(0.66~\pm~0.04\)
J092552 \(0.72~\pm~0.03\) \(7.23~\pm~0.82\) \(0.17~\pm~0.05\)
J093355 \(0.24~\pm~0.03\) \(2.83~\pm~0.38\) \(0.74~\pm~0.02\)
J095236 \(0.66~\pm~0.03\) \(4.68~\pm~0.56\) \(0.42~\pm~0.05\)
J095700 \(-\) \(-\) \(-\)
J095838 \(0.30~\pm~0.03\) \(2.41~\pm~0.37\) \(0.50~\pm~0.05\)
J105331 \(0.25~\pm~0.02\) \(6.47~\pm~0.50\) \(0.13~\pm~0.05\)
J110452 \(0.42~\pm~0.02\) \(4.33~\pm~0.37\) \(0.29~\pm~0.04\)
J112224 \(0.23~\pm~0.04\) \(0.93~\pm~0.13\) \(0.46~\pm~0.08\)
J113304 \(0.49~\pm~0.02\) \(4.82~\pm~0.28\) \(0.27~\pm~0.02\)
J115855 \(0.19~\pm~0.01\) \(4.11~\pm~0.30\) \(0.66~\pm~0.02\)
J115959 \(0.38~\pm~0.06\) \(2.91~\pm~0.23\) \(0.37~\pm~0.03\)
J120934 \(0.12~\pm~0.02\) \(4.14~\pm~0.27\) \(0.38~\pm~0.03\)
J121915 \(0.61~\pm~0.04\) \(2.91~\pm~0.48\) \(0.44~\pm~0.08\)
J124033 \(0.30~\pm~0.02\) \(5.04~\pm~0.54\) \(0.12~\pm~0.05\)
J124423 \(0.76~\pm~0.04\) \(5.24~\pm~0.31\) \(0.22~\pm~0.02\)
J124835 \(0.41~\pm~0.01\) \(2.24~\pm~0.06\) \(0.41~\pm~0.02\)
J125503 \(0.64~\pm~0.02\) \(3.25~\pm~0.44\) \(0.46~\pm~0.04\)
J125718 \(0.19~\pm~0.02\) \(1.51~\pm~0.15\) \(0.23~\pm~0.06\)
J130559 \(0.13~\pm~0.03\) \(1.64~\pm~0.48\) \(0.90~\pm~0.05\)
J131037 \(0.22~\pm~0.03\) \(4.50~\pm~0.65\) \(0.59~\pm~0.04\)
J131419 \(1.05~\pm~0.02\) \(7.61~\pm~0.82\) \(0.19~\pm~0.06\)
J131904 \(0.56~\pm~0.04\) \(2.35~\pm~0.51\) \(0.50~\pm~0.12\)
J132633 \(0.24~\pm~0.03\) \(2.76~\pm~0.43\) \(0.52~\pm~0.05\)
J132937 \(1.97~\pm~0.05\) \(5.55~\pm~0.65\) \(0.12~\pm~0.10\)
J134559 \(-\) \(-\) \(-\)
J140333 \(0.25~\pm~0.03\) \(1.39~\pm~0.33\) \(0.48~\pm~0.08\)
J144010 \(0.23~\pm~0.02\) \(6.74~\pm~0.42\) \(0.54~\pm~0.03\)
J154050 \(0.61~\pm~0.02\) \(7.55~\pm~0.59\) \(0.17~\pm~0.05\)
J155945 \(0.29~\pm~0.02\) \(3.10~\pm~0.19\) \(0.25~\pm~0.03\)
J160437 \(0.47~\pm~0.05\) \(2.39~\pm~0.33\) \(0.28~\pm~0.06\)
J164607 \(0.22~\pm~0.02\) \(3.67~\pm~0.52\) \(0.46~\pm~0.04\)
J172010 \(0.87~\pm~0.04\) \(4.98~\pm~0.61\) \(0.50~\pm~0.03\)

Notes. Column 1: object identifier. Columns 2 and 3: core (Sérsic) and halo (exponential) scale lengths (in kpc), from our 2D modeling to the observed LAHs. Columns 4:

halo fraction.

References↩︎

[1]
S. R. Flury et al., The Low-redshift Lyman Continuum Survey. I. New, Diverse Local Lyman Continuum Emitters,” vol. 260, no. 1, p. 1, May 2022, doi: 10.3847/1538-4365/ac5331.
[2]
Y. I. Izotov et al., Eight per cent leakage of Lyman continuum photons from a compact, star-forming dwarf galaxy,” vol. 529, no. 7585, pp. 178–180, Jan. 2016, doi: 10.1038/nature16456.
[3]
Y. I. Izotov et al., Detection of high Lyman continuum leakage from four low-redshift compact star-forming galaxies,” vol. 461, no. 4, pp. 3683–3701, Oct. 2016, doi: 10.1093/mnras/stw1205.
[4]
Y. I. Izotov et al., J1154+2443: a low-redshift compact star-forming galaxy with a 46 per cent leakage of Lyman continuum photons,” vol. 474, no. 4, pp. 4514–4527, Mar. 2018, doi: 10.1093/mnras/stx3115.
[5]
Y. I. Izotov et al., Low-redshift Lyman continuum leaking galaxies with high [O III]/[O II] ratios,” vol. 478, no. 4, pp. 4851–4865, Aug. 2018, doi: 10.1093/mnras/sty1378.
[6]
B. Wang, T. M. Heckman, C. Leitherer, R. Alexandroff, S. Borthakur, and R. A. Overzier, A New Technique for Finding Galaxies Leaking Lyman-continuum Radiation: [S II]-deficiency,” vol. 885, no. 1, p. 57, Nov. 2019, doi: 10.3847/1538-4357/ab418f.
[7]
Y. I. Izotov et al., Lyman continuum leakage from low-mass galaxies with M\(_{{\ensuremath{\star}}}\) < 10\(^{8}\) M\(_{{\ensuremath{\odot}}}\),” vol. 503, no. 2, pp. 1734–1752, May 2021, doi: 10.1093/mnras/stab612.
[8]
A. Citro et al., Challenging the LyCLy\(\alpha\) Relation: Strong Ly\(\alpha\) Emitters without LyC Leakage at z \(\sim\) 2.3,” vol. 986, no. 2, p. 184, Jun. 2025, doi: 10.3847/1538-4357/add5e6.
[9]
A. J. Pahl, A. Shapley, C. C. Steidel, Y. Chen, and N. A. Reddy, An uncontaminated measurement of the escaping Lyman continuum at z 3,” vol. 505, no. 2, pp. 2447–2467, Aug. 2021, doi: 10.1093/mnras/stab1374.
[10]
Y. I. Izotov, T. X. Thuan, N. G. Guseva, D. Schaerer, G. Worseck, and A. Verhamme, Ly \(\alpha\) emission in low-redshift most metal-deficient compact star-forming galaxies,” vol. 527, no. 1, pp. 281–297, Jan. 2024, doi: 10.1093/mnras/stad3151.
[11]
R. Barkana and A. Loeb, In the beginning: the first sources of light and the reionization of the universe,” vol. 349, no. 2, pp. 125–238, Jul. 2001, doi: 10.1016/S0370-1573(01)00019-9.
[12]
A. Mesinger, Ed., Understanding the Epoch of Cosmic Reionization, vol. 423. 2016.
[13]
J. H. Wise, Cosmic reionisation,” Contemporary Physics, vol. 60, no. 2, pp. 145–163, Apr. 2019, doi: 10.1080/00107514.2019.1631548.
[14]
N. Y. Gnedin and P. Madau, Modeling cosmic reionization,” Living Reviews in Computational Astrophysics, vol. 8, no. 1, p. 3, Dec. 2022, doi: 10.1007/s41115-022-00015-5.
[15]
C.-A. Faucher-Giguère, A. Lidz, M. Zaldarriaga, and L. Hernquist, A New Calculation of the Ionizing Background Spectrum and the Effects of He II Reionization,” vol. 703, no. 2, pp. 1416–1443, Oct. 2009, doi: 10.1088/0004-637X/703/2/1416.
[16]
F. Haardt and P. Madau, Radiative Transfer in a Clumpy Universe. IV. New Synthesis Models of the Cosmic UV/X-Ray Background,” vol. 746, no. 2, p. 125, Feb. 2012, doi: 10.1088/0004-637X/746/2/125.
[17]
J. Miralda-Escudé and M. J. Rees, Reionization and thermal evolution of a photoionized intergalactic medium. vol. 266, pp. 343–352, Jan. 1994, doi: 10.1093/mnras/266.2.343.
[18]
P. Dayal and A. Ferrara, Early galaxy formation and its large-scale effects,” vol. 780, pp. 1–64, Dec. 2018, doi: 10.1016/j.physrep.2018.10.002.
[19]
G. Efstathiou, Suppressing the formation of dwarf galaxies via photoionization,” vol. 256, no. 2, pp. 43P–47P, May 1992, doi: 10.1093/mnras/256.1.43P.
[20]
N. Y. Gnedin, Effect of Reionization on Structure Formation in the Universe,” vol. 542, no. 2, pp. 535–541, Oct. 2000, doi: 10.1086/317042.
[21]
T. Okamoto, L. Gao, and T. Theuns, Mass loss of galaxies due to an ultraviolet background,” vol. 390, no. 3, pp. 920–928, Nov. 2008, doi: 10.1111/j.1365-2966.2008.13830.x.
[22]
Planck Collaboration et al., Planck intermediate results. XLVII. Planck constraints on reionization history,” vol. 596, p. A108, Dec. 2016, doi: 10.1051/0004-6361/201628897.
[23]
P. Madau and F. Haardt, Cosmic Reionization after Planck: Could Quasars Do It All? vol. 813, no. 1, p. L8, Nov. 2015, doi: 10.1088/2041-8205/813/1/L8.
[24]
R. P. Naidu, S. Tacchella, C. A. Mason, S. Bose, P. A. Oesch, and C. Conroy, Rapid Reionization by the Oligarchs: The Case for Massive, UV-bright, Star-forming Galaxies with High Escape Fractions,” vol. 892, no. 2, p. 109, Apr. 2020, doi: 10.3847/1538-4357/ab7cc9.
[25]
B. E. Robertson et al., New Constraints on Cosmic Reionization from the 2012 Hubble Ultra Deep Field Campaign,” vol. 768, no. 1, p. 71, May 2013, doi: 10.1088/0004-637X/768/1/71.
[26]
S. L. Finkelstein et al., Conditions for Reionizing the Universe with a Low Galaxy Ionizing Photon Escape Fraction,” vol. 879, no. 1, p. 36, Jul. 2019, doi: 10.3847/1538-4357/ab1ea8.
[27]
J. Rosdahl et al., LyC escape from SPHINX galaxies in the Epoch of Reionization,” vol. 515, no. 2, pp. 2386–2414, Sep. 2022, doi: 10.1093/mnras/stac1942.
[28]
B. E. Robertson, Galaxy Formation and Reionization: Key Unknowns and Expected Breakthroughs by the James Webb Space Telescope,” vol. 60, pp. 121–158, Aug. 2022, doi: 10.1146/annurev-astro-120221-044656.
[29]
A. K. Inoue, I. Shimizu, I. Iwata, and M. Tanaka, An updated analytic model for attenuation by the intergalactic medium,” vol. 442, no. 2, pp. 1805–1820, Aug. 2014, doi: 10.1093/mnras/stu936.
[30]
C. C. Steidel et al., The Keck Lyman Continuum Spectroscopic Survey (KLCS): The Emergent Ionizing Spectrum of Galaxies at z \(\sim\) 3,” vol. 869, no. 2, p. 123, Dec. 2018, doi: 10.3847/1538-4357/aaed28.
[31]
T. J. Fletcher et al., The Lyman Continuum Escape Survey: Ionizing Radiation from [O III]-strong Sources at a Redshift of 3.1,” vol. 878, no. 2, p. 87, Jun. 2019, doi: 10.3847/1538-4357/ab2045.
[32]
R. Begley et al., The VANDELS survey: a measurement of the average Lyman-continuum escape fraction of star-forming galaxies at z = 3.5,” vol. 513, no. 3, pp. 3510–3525, Jul. 2022, doi: 10.1093/mnras/stac1067.
[33]
A. Saxena et al., No strong dependence of Lyman continuum leakage on physical properties of star-forming galaxies at \(\lesssim\) z \(\lesssim\) 3.5,” vol. 511, no. 1, pp. 120–138, Mar. 2022, doi: 10.1093/mnras/stab3728.
[34]
T. E. Rivera-Thorsen, M. Hayes, and J. Melinder, A bottom-up search for Lyman-continuum leakage in the Hubble Ultra Deep Field,” vol. 666, p. A145, Oct. 2022, doi: 10.1051/0004-6361/202243678.
[35]
S. Mascia et al., New insight on the nature of cosmic reionizers from the CEERS survey,” vol. 685, p. A3, May 2024, doi: 10.1051/0004-6361/202347884.
[36]
B. Wang et al., The Low-redshift Lyman-continuum Survey: [S II] Deficiency and the Leakage of Ionizing Radiation,” vol. 916, no. 1, p. 3, Jul. 2021, doi: 10.3847/1538-4357/ac0434.
[37]
S. R. Flury et al., The Low-redshift Lyman Continuum Survey. II. New Insights into LyC Diagnostics,” vol. 930, no. 2, p. 126, May 2022, doi: 10.3847/1538-4357/ac61e4.
[38]
A. Saldana-Lopez et al., The Low-Redshift Lyman Continuum Survey. Unveiling the ISM properties of low-z Lyman-continuum emitters,” vol. 663, p. A59, Jul. 2022, doi: 10.1051/0004-6361/202141864.
[39]
J. Chisholm et al., The far-ultraviolet continuum slope as a Lyman Continuum escape estimator at high redshift,” vol. 517, no. 4, pp. 5104–5120, Dec. 2022, doi: 10.1093/mnras/stac2874.
[40]
X. Xu et al., The Low-redshift Lyman Continuum Survey: Optically Thin and Thick Mg II Lines as Probes of Lyman Continuum Escape,” vol. 943, no. 2, p. 94, Feb. 2023, doi: 10.3847/1538-4357/aca89a.
[41]
O. Bait et al., Low-redshift Lyman Continuum Survey (LzLCS). Radio continuum properties of low-z Lyman continuum emitters,” vol. 688, p. A198, Aug. 2024, doi: 10.1051/0004-6361/202348416.
[42]
R. O. Amorı́n et al., Ubiquitous broad-line emission and the relation between ionized gas outflows and Lyman continuum escape in Green Pea galaxies,” vol. 682, p. L25, Feb. 2024, doi: 10.1051/0004-6361/202449175.
[43]
C. A. Carr et al., The Effect of Radiation and Supernovae Feedback on LyC Escape in Local Star-forming Galaxies,” vol. 982, no. 2, p. 137, Apr. 2025, doi: 10.3847/1538-4357/adb72f.
[44]
S. R. Flury et al., The Low-redshift Lyman Continuum Survey: The Roles of Stellar Feedback and Interstellar Medium Geometry in LyC Escape,” vol. 985, no. 1, p. 128, May 2025, doi: 10.3847/1538-4357/adc305.
[45]
A. Verhamme et al., Lyman-\(\alpha\) spectral properties of five newly discovered Lyman continuum emitters,” vol. 597, p. A13, Jan. 2017, doi: 10.1051/0004-6361/201629264.
[46]
Y. I. Izotov et al., Diverse properties of Ly \(\alpha\) emission in low-redshift compact star-forming galaxies with extremely high [O III]/[O II] ratios,” vol. 491, no. 1, pp. 468–482, Jan. 2020, doi: 10.1093/mnras/stz3041.
[47]
A. Verhamme, I. Orlitová, D. Schaerer, and M. Hayes, Using Lyman-\(\alpha\) to detect galaxies that leak Lyman continuum,” vol. 578, p. A7, Jun. 2015, doi: 10.1051/0004-6361/201423978.
[48]
M. Gronke, M. Dijkstra, M. McCourt, and S. P. Oh, Resonant line transfer in a fog: using Lyman-alpha to probe tiny structures in atomic gas,” vol. 607, p. A71, Nov. 2017, doi: 10.1051/0004-6361/201731013.
[49]
T. Garel et al., A public grid of radiative transfer simulations for Ly\(\alpha\) and metal lines in idealised galactic outflows,” vol. 691, p. A213, Nov. 2024, doi: 10.1051/0004-6361/202450654.
[50]
K. Kakiichi and M. Gronke, Radiation Hydrodynamics of Turbulent H II Regions in Molecular Clouds: A Physical Origin of LyC Leakage and the Associated Ly\(\alpha\) Spectra,” vol. 908, no. 1, p. 30, Feb. 2021, doi: 10.3847/1538-4357/abc2d9.
[51]
E. Giovinazzo, M. Trebitsch, V. Mauerhofer, P. Dayal, and P. A. Oesch, Modeling LAEs in the epoch of reionization with OBELISK. The connection between Lyman-\(\alpha\) spectra and Lyman-continuum escape,” vol. 688, p. A122, Aug. 2024, doi: 10.1051/0004-6361/202348765.
[52]
A. Henry, C. Scarlata, C. L. Martin, and D. Erb, Ly\(\alpha\) Emission from Green Peas: The Role of Circumgalactic Gas Density, Covering, and Kinematics,” vol. 809, no. 1, p. 19, Aug. 2015, doi: 10.1088/0004-637X/809/1/19.
[53]
S. Gazagnes, J. Chisholm, D. Schaerer, A. Verhamme, and Y. Izotov, The origin of the escape of Lyman \(\alpha\) and ionizing photons in Lyman continuum emitters,” vol. 639, p. A85, Jul. 2020, doi: 10.1051/0004-6361/202038096.
[54]
R. Begley et al., Connecting the escape fraction of Lyman-alpha and Lyman-continuum photons in star-forming galaxies at z ≃ 4-5,” vol. 527, no. 2, pp. 4040–4051, Jan. 2024, doi: 10.1093/mnras/stad3417.
[55]
A. Pahl, A. Shapley, C. C. Steidel, N. A. Reddy, Y. Chen, and G. C. Rudie, Ly\(\alpha\) Profile Shape as an Escape-fraction Diagnostic at High Redshift,” vol. 974, no. 2, p. 212, Oct. 2024, doi: 10.3847/1538-4357/ad725d.
[56]
J. Kerutt et al., Lyman continuum leaker candidates at z \(\sim\) 3-4 in the HDUV based on a spectroscopic sample of MUSE LAEs,” vol. 684, p. A42, Apr. 2024, doi: 10.1051/0004-6361/202346656.
[57]
M. Maji et al., Predicting Lyman-continuum emission of galaxies using their physical and Lyman-alpha emission properties,” vol. 663, p. A66, Jul. 2022, doi: 10.1051/0004-6361/202142740.
[58]
N. Choustikov et al., The great escape: understanding the connection between Ly \(\alpha\) emission and LyC escape in simulated JWST analogues,” vol. 532, no. 2, pp. 2463–2484, Aug. 2024, doi: 10.1093/mnras/stae1586.
[59]
M. Trebitsch, J. Blaizot, J. Rosdahl, J. Devriendt, and A. Slyz, Fluctuating feedback-regulated escape fraction of ionizing radiation in low-mass, high-redshift galaxies,” vol. 470, no. 1, pp. 224–239, Sep. 2017, doi: 10.1093/mnras/stx1060.
[60]
V. Mauerhofer et al., UV absorption lines and their potential for tracing the Lyman continuum escape fraction,” vol. 646, p. A80, Feb. 2021, doi: 10.1051/0004-6361/202039449.
[61]
N. Choustikov et al., The Physics of Indirect Estimators of Lyman Continuum Escape and their Application to High-Redshift JWST Galaxies,” vol. 529, no. 4, pp. 3751–3767, Apr. 2024, doi: 10.1093/mnras/stae776.
[62]
T. E. Rivera-Thorsen et al., Gravitational lensing reveals ionizing ultraviolet photons escaping from a distant galaxy,” Science, vol. 366, no. 6466, pp. 738–741, Nov. 2019, doi: 10.1126/science.aaw0978.
[63]
L. Komarova et al., Haro 11: The Spatially Resolved Lyman Continuum Sources,” vol. 967, no. 2, p. 117, Jun. 2024, doi: 10.3847/1538-4357/ad3962.
[64]
Z. Ji et al., The Importance of Dust Distribution in Ionizing-photon Escape: NIRCam and MIRI Imaging of a Lyman Continuum-emitting Galaxy at z \(\sim\) 3.8,” vol. 988, no. 2, p. L69, Aug. 2025, doi: 10.3847/2041-8213/adf194.
[65]
R. Marques-Chaves et al., Witnessing an extreme, highly efficient galaxy formation mode with resolved Lyman-\(\alpha\) and Lyman-continuum emission,” vol. 691, p. A87, Nov. 2024, doi: 10.1051/0004-6361/202451667.
[66]
A. Le Reste et al., The Ly\(\alpha\) and Continuum Origins Survey. I. Survey Description and Ly\(\alpha\) Imaging,” vol. 280, no. 1, p. 27, Sep. 2025, doi: 10.3847/1538-4365/adf227.
[67]
J. B. Oke and J. E. Gunn, Secondary standard stars for absolute spectrophotometry. vol. 266, pp. 713–717, Mar. 1983, doi: 10.1086/160817.
[68]
M. G. Akritas and J. Siebert, A test for partial correlation with censored astronomical data,” vol. 278, no. 4, pp. 919–924, Feb. 1996, doi: 10.1093/mnras/278.4.919.
[69]
T. Isobe, E. D. Feigelson, and P. I. Nelson, Statistical Methods for Astronomical Data with Upper Limits. II. Correlation and Regression,” vol. 306, p. 490, Jul. 1986, doi: 10.1086/164359.
[70]
E. C. Herenz et al., The Lyman alpha reference sample: XV. Relating ionised gas kinematics with Lyman-\(\alpha\) observables,” vol. 693, p. A252, Jan. 2025, doi: 10.1051/0004-6361/202451012.
[71]
M. R. Blanton et al., Sloan Digital Sky Survey IV: Mapping the Milky Way, Nearby Galaxies, and the Distant Universe,” vol. 154, no. 1, p. 28, Jul. 2017, doi: 10.3847/1538-3881/aa7567.
[72]
P. Morrissey et al., The Calibration and Data Products of GALEX,” vol. 173, no. 2, pp. 682–697, Dec. 2007, doi: 10.1086/520512.
[73]
J. A. Baldwin, M. M. Phillips, and R. Terlevich, Classification parameters for the emission-line spectra of extragalactic objects. vol. 93, pp. 5–19, Feb. 1981, doi: 10.1086/130766.
[74]
M. Hayes, G. Östlin, J. M. Mas-Hesse, and D. Kunth, Continuum Subtracting Lyman-Alpha Images: Low-Redshift Studies Using the Solar Blind Channel of HST/ACS,” vol. 138, no. 3, pp. 911–922, Sep. 2009, doi: 10.1088/0004-6256/138/3/911.
[75]
P. G. van Dokkum, Cosmic-Ray Rejection by Laplacian Edge Detection,” vol. 113, no. 789, pp. 1420–1427, Nov. 2001, doi: 10.1086/323894.
[76]
G. Östlin et al., The Ly\(\alpha\) Reference Sample. I. Survey Outline and First Results for Markarian 259,” vol. 797, no. 1, p. 11, Dec. 2014, doi: 10.1088/0004-637X/797/1/11.
[77]
J. Melinder et al., The Ly\(\alpha\) Reference Sample. XIV. Ly\(\alpha\) Imaging of 45 Low-redshift Star-forming Galaxies and Inferences on Global Emission,” vol. 266, no. 1, p. 15, May 2023, doi: 10.3847/1538-4365/acc2b8.
[78]
A. Runnholm et al., On the evolution of the size of Lyman alpha haloes across cosmic time: no change in the circumgalactic gas distribution when probed by line emission,” vol. 522, no. 3, pp. 4275–4293, Jul. 2023, doi: 10.1093/mnras/stad1264.
[79]
E. L. Fitzpatrick, Correcting for the Effects of Interstellar Extinction,” vol. 111, no. 755, pp. 63–75, Jan. 1999, doi: 10.1086/316293.
[80]
G. M. Green et al., Galactic reddening in 3D from stellar photometry - an improved map,” vol. 478, no. 1, pp. 651–666, Jul. 2018, doi: 10.1093/mnras/sty1008.
[81]
M. Dijkstra and A. Loeb, Ly\(\alpha\) blobs as an observational signature of cold accretion streams into galaxies,” vol. 400, no. 2, pp. 1109–1120, Dec. 2009, doi: 10.1111/j.1365-2966.2009.15533.x.
[82]
C.-A. Faucher-Giguère, D. Kereš, M. Dijkstra, L. Hernquist, and M. Zaldarriaga, Ly\(\alpha\) Cooling Emission from Galaxy Formation,” vol. 725, no. 1, pp. 633–657, Dec. 2010, doi: 10.1088/0004-637X/725/1/633.
[83]
P. Laursen, A. O. Razoumov, and J. Sommer-Larsen, Ly\(\alpha\) Radiative Transfer in Cosmological Simulations Using Adaptive Mesh Refinement,” vol. 696, no. 1, pp. 853–869, May 2009, doi: 10.1088/0004-637X/696/1/853.
[84]
Z. Zheng, R. Cen, H. Trac, and J. Miralda-Escudé, Radiative Transfer Modeling of Ly\(\alpha\) Emitters. I. Statistics of Spectra and Luminosity,” vol. 716, no. 1, pp. 574–598, Jun. 2010, doi: 10.1088/0004-637X/716/1/574.
[85]
M. Dijkstra and R. Kramer, Line transfer through clumpy, large-scale outflows: Ly \(\alpha\) absorption and haloes around star-forming galaxies,” vol. 424, no. 3, pp. 1672–1693, Aug. 2012, doi: 10.1111/j.1365-2966.2012.21131.x.
[86]
S. Cantalupo, C. Porciani, S. J. Lilly, and F. Miniati, Fluorescent Ly\(\alpha\) Emission from the High-Redshift Intergalactic Medium,” vol. 628, no. 1, pp. 61–75, Jul. 2005, doi: 10.1086/430758.
[87]
S. R. Furlanetto, J. Schaye, V. Springel, and L. Hernquist, Ly\(\alpha\) Emission from Structure Formation,” vol. 622, no. 1, pp. 7–27, Mar. 2005, doi: 10.1086/426808.
[88]
C. L. Martin, M. Dijkstra, A. Henry, K. T. Soto, C. W. Danforth, and J. Wong, The Ly\(\alpha\) Line Profiles of Ultraluminous Infrared Galaxies: Fast Winds and Lyman Continuum Leakage,” vol. 803, no. 1, p. 6, Apr. 2015, doi: 10.1088/0004-637X/803/1/6.
[89]
L. Mas-Ribas and M. Dijkstra, On the Contribution of Fluorescence to Ly\(\alpha\) Halos around Star-Forming Galaxies,” vol. 822, no. 2, p. 84, May 2016, doi: 10.3847/0004-637X/822/2/84.
[90]
C. Carr, C. Scarlata, A. Henry, and N. Panagia, The Effects of Biconical Outflows on Ly\(\alpha\) Escape from Green Peas,” vol. 906, no. 2, p. 104, Jan. 2021, doi: 10.3847/1538-4357/abc7c3.
[91]
I. Shimizu and M. Umemura, Two types of Lyman \(\alpha\) emitters envisaged from hierarchical galaxy formation,” vol. 406, no. 2, pp. 913–921, Aug. 2010, doi: 10.1111/j.1365-2966.2010.16758.x.
[92]
L. Mas-Ribas, M. Dijkstra, J. F. Hennawi, M. Trenti, R. Momose, and M. Ouchi, Small-scale Intensity Mapping: Extended Ly\(\alpha\), H\(\alpha\), and Continuum Emission as a Probe of Halo Star Formation in High-redshift Galaxies,” vol. 841, no. 1, p. 19, May 2017, doi: 10.3847/1538-4357/aa704e.
[93]
J. S. Bridge et al., The Ly\(\alpha\) Reference Sample. VIII. Characterizing Ly\(\alpha\) Scattering in Nearby Galaxies,” vol. 852, no. 1, p. 9, Jan. 2018, doi: 10.3847/1538-4357/aa9932.
[94]
E. Lake, Z. Zheng, R. Cen, R. Sadoun, R. Momose, and M. Ouchi, On the Diffuse Ly\(\alpha\) Halo around Ly\(\alpha\) Emitting Galaxies,” vol. 806, no. 1, p. 46, Jun. 2015, doi: 10.1088/0004-637X/806/1/46.
[95]
C. Byrohl et al., The physical origins and dominant emission mechanisms of Lyman alpha haloes: results from the TNG50 simulation in comparison to MUSE observations,” vol. 506, no. 4, pp. 5129–5152, Oct. 2021, doi: 10.1093/mnras/stab1958.
[96]
P. D. Mitchell, J. Blaizot, C. Cadiou, Y. Dubois, T. Garel, and J. Rosdahl, Tracing the simulated high-redshift circumgalactic medium with Lyman \(\alpha\) emission,” vol. 501, no. 4, pp. 5757–5775, Mar. 2021, doi: 10.1093/mnras/stab035.
[97]
D. Schaerer, The transition from Population III to normal galaxies: Lyalpha and He II emission and the ionising properties of high redshift starburst galaxies,” vol. 397, pp. 527–538, Jan. 2003, doi: 10.1051/0004-6361:20021525.
[98]
D. A. Neufeld, The Transfer of Resonance-Line Radiation in Static Astrophysical Media,” vol. 350, p. 216, Feb. 1990, doi: 10.1086/168375.
[99]
M. Giavalisco, M. Livio, R. C. Bohlin, F. D. Macchetto, and T. P. Stecher, On the Morphology of the HST Faint Galaxies,” vol. 112, p. 369, Aug. 1996, doi: 10.1086/118021.
[100]
M. Hayes et al., The Lyman Alpha Reference Sample: Extended Lyman Alpha Halos Produced at Low Dust Content,” vol. 765, no. 2, p. L27, Mar. 2013, doi: 10.1088/2041-8205/765/2/L27.
[101]
J. Tumlinson, M. S. Peeples, and J. K. Werk, The Circumgalactic Medium,” vol. 55, no. 1, pp. 389–432, Aug. 2017, doi: 10.1146/annurev-astro-091916-055240.
[102]
A. Claeyssens et al., The Lensed Lyman-Alpha MUSE Arcs Sample (LLAMAS). I. Characterisation of extended Lyman-alpha halos and spatial offsets,” vol. 666, p. A78, Oct. 2022, doi: 10.1051/0004-6361/202142320.
[103]
N. Gehrels, Confidence Limits for Small Numbers of Events in Astrophysical Data,” vol. 303, p. 336, Apr. 1986, doi: 10.1086/164079.
[104]
T. Kimm, H. Katz, M. Haehnelt, J. Rosdahl, J. Devriendt, and A. Slyz, Feedback-regulated star formation and escape of LyC photons from mini-haloes during reionization,” vol. 466, no. 4, pp. 4826–4846, Apr. 2017, doi: 10.1093/mnras/stx052.
[105]
O. Bait, D. Schaerer, Y. I. Izotov, and B. Sebastian, Radio Spectral Energy Distribution of Low-\(z\) Metal Poor Extreme Starburst Galaxies: Novel insights on the escape of ionizing photons,” arXiv e-prints, p. arXiv:2503.17327, Mar. 2025, [Online]. Available: https://arxiv.org/abs/2503.17327.
[106]
M. C. Jecmen and M. S. Oey, Delayed Massive-star Mechanical Feedback at Low Metallicity,” vol. 958, no. 2, p. 149, Dec. 2023, doi: 10.3847/1538-4357/ad0460.
[107]
A. E. Jaskot, T. Dowd, M. S. Oey, C. Scarlata, and J. McKinney, New Insights on Ly\(\alpha\) and Lyman Continuum Radiative Transfer in the Greenest Peas,” vol. 885, no. 1, p. 96, Nov. 2019, doi: 10.3847/1538-4357/ab3d3b.
[108]
L. Komarova et al., Power-law Emission-line Wings and Radiation-driven Superwinds in Local Lyman Continuum Emitters,” vol. 994, no. 2, p. 192, Dec. 2025, doi: 10.3847/1538-4357/ae0e0a.
[109]
B. C. Kelly, Some Aspects of Measurement Error in Linear Regression of Astronomical Data,” vol. 665, no. 2, pp. 1489–1506, Aug. 2007, doi: 10.1086/519947.
[110]
F. Leclercq et al., Linking Mg II and [O II] spatial distribution to ionizing photon escape in confirmed LyC leakers and non-leakers,” vol. 687, p. A73, Jul. 2024, doi: 10.1051/0004-6361/202449362.
[111]
C. J. Conselice, The Relationship between Stellar Light Distributions of Galaxies and Their Formation Histories,” vol. 147, no. 1, pp. 1–28, Jul. 2003, doi: 10.1086/375001.
[112]
A. Bhagwat, L. Napolitano, L. Pentericci, B. Ciardi, and T. Costa, Ly \(\alpha\) with SPICE: interpreting Ly \(\alpha\) emission at z > 5,” vol. 542, no. 1, pp. 128–135, Sep. 2025, doi: 10.1093/mnras/staf1121.
[113]
L. Bradley et al., “Astropy/photutils: 2.0.2.” Zenodo, Oct. 2024, doi: 10.5281/zenodo.13989456.
[114]
T. Shibuya et al., What is the Physical Origin of Strong Ly\(\alpha\) Emission? I. Demographics of Ly\(\alpha\) Emitter Structures,” vol. 785, no. 1, p. 64, Apr. 2014, doi: 10.1088/0004-637X/785/1/64.
[115]
Y. Khusanova et al., UV and Ly\(\alpha\) luminosity functions of galaxies and star formation rate density at the end of HI reionization from the VIMOS UltraDeep Survey (VUDS),” vol. 634, p. A97, Feb. 2020, doi: 10.1051/0004-6361/201935400.
[116]
B. C. Lemaux et al., The size and pervasiveness of Ly \(\alpha\)-UV spatial offsets in star-forming galaxies at z \(\sim\) 6,” vol. 504, no. 3, pp. 3662–3681, Jul. 2021, doi: 10.1093/mnras/stab924.
[117]
Y. Ning et al., Unveiling Luminous Ly\(\alpha\) Emitters at z \(\approx\) 6 through JWST/NIRCam Imaging in the COSMOS Field,” vol. 963, no. 2, p. L38, Mar. 2024, doi: 10.3847/2041-8213/ad292f.
[118]
M. Lujan Niemeyer et al., Surface Brightness Profile of Lyman-\(\alpha\) Halos out to 320 kpc in HETDEX,” vol. 929, no. 1, p. 90, Apr. 2022, doi: 10.3847/1538-4357/ac5cb8.
[119]
Y. Guo et al., Median surface-brightness profiles of Lyman-\(\alpha\) haloes in the MUSE Extremely Deep Field,” vol. 688, p. A37, Aug. 2024, doi: 10.1051/0004-6361/202347658.
[120]
A. Le Reste et al., The Ly\(α\) and Continuum Origins Survey. III. Investigating the link between galaxy morphology, merger properties and LyC escape,” arXiv e-prints, p. arXiv:2509.06922, Sep. 2025, doi: 10.48550/arXiv.2509.06922.
[121]
A. Henry, D. A. Berg, C. Scarlata, A. Verhamme, and D. Erb, A Close Relationship between Ly\(\alpha\) and Mg II in Green Pea Galaxies,” vol. 855, no. 2, p. 96, Mar. 2018, doi: 10.3847/1538-4357/aab099.
[122]
J. Chisholm, J. X. Prochaska, D. Schaerer, S. Gazagnes, and A. Henry, Optically thin spatially resolved Mg II emission maps the escape of ionizing photons,” vol. 498, no. 2, pp. 2554–2574, Aug. 2020, doi: 10.1093/mnras/staa2470.
[123]
X. Xu et al., Tracing Ly\(\alpha\) and LyC Escape in Galaxies with Mg II Emission,” vol. 933, no. 2, p. 202, Jul. 2022, doi: 10.3847/1538-4357/ac7225.
[124]
K. J. Kim et al., Small Region, Big Impact: Highly Anisotropic Lyman-continuum Escape from a Compact Starburst Region with Extreme Physical Properties,” vol. 955, no. 1, p. L17, Sep. 2023, doi: 10.3847/2041-8213/acf0c5.
[125]
H. Inami et al., The MUSE Hubble Ultra Deep Field Survey. II. Spectroscopic redshifts and comparisons to color selections of high-redshift galaxies,” vol. 608, p. A2, Dec. 2017, doi: 10.1051/0004-6361/201731195.
[126]
Z. Ji et al., HST Imaging of the Ionizing Radiation from a Star-forming Galaxy at z = 3.794,” vol. 888, no. 2, p. 109, Jan. 2020, doi: 10.3847/1538-4357/ab5fdc.
[127]
C. C. Steidel et al., Diffuse Ly\(\alpha\) Emitting Halos: A Generic Property of High-redshift Star-forming Galaxies,” vol. 736, no. 2, p. 160, Aug. 2011, doi: 10.1088/0004-637X/736/2/160.
[128]
M. S. Oey and C. J. Clarke, On the Form of the H II Region Luminosity Function,” vol. 115, no. 4, pp. 1543–1553, Apr. 1998, doi: 10.1086/300290.
[129]
T. Hayashino et al., Large-Scale Structure of Emission-Line Galaxies at z=3.1,” vol. 128, no. 5, pp. 2073–2079, Nov. 2004, doi: 10.1086/424935.
[130]
Y. Matsuda et al., Diffuse Ly\(\alpha\) haloes around Ly\(\alpha\) emitters at z=3: do dark matter distributions determine the Ly\(\alpha\) spatial extents? vol. 425, no. 2, pp. 878–883, Sep. 2012, doi: 10.1111/j.1365-2966.2012.21143.x.
[131]
R. Momose et al., Diffuse Ly\(\alpha\) haloes around galaxies at z = 2.2-6.6: implications for galaxy formation and cosmic reionization,” vol. 442, no. 1, pp. 110–120, Jul. 2014, doi: 10.1093/mnras/stu825.
[132]
R. Momose et al., Statistical properties of diffuse Ly\(\alpha\) haloes around star-forming galaxies at z \(\sim\) 2,” vol. 457, no. 3, pp. 2318–2330, Apr. 2016, doi: 10.1093/mnras/stw021.
[133]
R. Xue et al., The Diversity of Diffuse Ly\(\alpha\) Nebulae around Star-forming Galaxies at High Redshift,” vol. 837, no. 2, p. 172, Mar. 2017, doi: 10.3847/1538-4357/837/2/172.
[134]
L. Wisotzki et al., Nearly all the sky is covered by Lyman-\(\alpha\) emission around high-redshift galaxies,” vol. 562, no. 7726, pp. 229–232, Oct. 2018, doi: 10.1038/s41586-018-0564-6.
[135]
R. Kakuma et al., SILVERRUSH. IX. Ly\(\alpha\) Intensity Mapping with Star-forming Galaxies at z = 5.7 and 6.6: A Possible Detection of Extended Ly\(\alpha\) Emission at \(\gtrsim\)100 Comoving Kiloparsecs around and beyond the Virial-radius Scale of Galaxy Dark Matter Halos,” vol. 916, no. 1, p. 22, Jul. 2021, doi: 10.3847/1538-4357/ac0725.
[136]
M. Lujan Niemeyer et al., Ly\(\alpha\) Halos around [O III]-selected Galaxies in HETDEX,” vol. 934, no. 2, p. L26, Aug. 2022, doi: 10.3847/2041-8213/ac82e5.
[137]
S. Kikuchihara et al., SILVERRUSH. XII. Intensity Mapping for Ly\(\alpha\) Emission Extending over 100-1000 Comoving Kpc around z 2-7 LAEs with Subaru HSC-SSP and CHORUS Data,” vol. 931, no. 2, p. 97, Jun. 2022, doi: 10.3847/1538-4357/ac69de.
[138]
S. Kikuta et al., UV and Ly\(\alpha\) Halos of Ly\(\alpha\) Emitters across Environments at z = 2.84,” vol. 947, no. 2, p. 75, Apr. 2023, doi: 10.3847/1538-4357/acbf30.
[139]
H. Zhang et al., MAMMOTH-Subaru. III. Ly\(\alpha\) Halo Identified by Stacking \(\sim\)3300 Ly\(\alpha\) Emitters at z = 2.22.3,” vol. 961, no. 1, p. 63, Jan. 2024, doi: 10.3847/1538-4357/ad07d3.
[140]
J. U. Fynbo, P. Møller, and B. Thomsen, Probing the faint end of the Galaxy luminosity function at z= 3 with Ly\(\alpha\) emission,” vol. 374, pp. 443–453, Aug. 2001, doi: 10.1051/0004-6361:20010739.
[141]
A. M. Swinbank et al., Resolved spectroscopy of a gravitationally lensed L* Lyman-break galaxy at z ~5,” vol. 376, no. 2, pp. 479–491, Apr. 2007, doi: 10.1111/j.1365-2966.2007.11454.x.
[142]
M. Rauch et al., A Population of Faint Extended Line Emitters and the Host Galaxies of Optically Thick QSO Absorption Systems,” vol. 681, no. 2, pp. 856–880, Jul. 2008, doi: 10.1086/525846.
[143]
M. Hayes et al., The Lyman Alpha Reference Sample. II. Hubble Space Telescope Imaging Results, Integrated Properties, and Trends,” vol. 782, no. 1, p. 6, Feb. 2014, doi: 10.1088/0004-637X/782/1/6.
[144]
V. Patrı́cio et al., A young star-forming galaxy at z = 3.5 with an extended Lyman \(\alpha\) halo seen with MUSE,” vol. 456, no. 4, pp. 4191–4208, Mar. 2016, doi: 10.1093/mnras/stv2859.
[145]
L. Wisotzki et al., Extended Lyman \(\alpha\) haloes around individual high-redshift galaxies revealed by MUSE,” vol. 587, p. A98, Mar. 2016, doi: 10.1051/0004-6361/201527384.
[146]
F. Leclercq et al., The MUSE Hubble Ultra Deep Field Survey. VIII. Extended Lyman-\(\alpha\) haloes around high-z star-forming galaxies,” vol. 608, p. A8, Dec. 2017, doi: 10.1051/0004-6361/201731480.
[147]
D. K. Erb, C. C. Steidel, and Y. Chen, The Kinematics of Extended Ly\(\alpha\) Emission in a Low-mass, Low-metallicity Galaxy at z = 2.3,” vol. 862, no. 1, p. L10, Jul. 2018, doi: 10.3847/2041-8213/aacff6.
[148]
H. Kusakabe et al., The dominant origin of diffuse Ly\(\alpha\) halos around Ly\(\alpha\) emitters explored by spectral energy distribution fitting and clustering analysis,” vol. 71, no. 3, p. 55, Jun. 2019, doi: 10.1093/pasj/psz029.
[149]
H. Kusakabe et al., The MUSE eXtremely Deep Field: Individual detections of Ly\(\alpha\) haloes around rest-frame UV-selected galaxies at z ≃ 2.9-4.4,” vol. 660, p. A44, Apr. 2022, doi: 10.1051/0004-6361/202142302.
[150]
A. Rasekh et al., The Lyman Alpha Reference Sample. XII. Morphology of extended Lyman alpha emission in star-forming galaxies,” vol. 662, p. A64, Jun. 2022, doi: 10.1051/0004-6361/202140734.
[151]
D. K. Erb et al., The Circumgalactic Medium of Extreme Emission Line Galaxies at z 2: Resolved Spectroscopy and Radiative Transfer Modeling of Spatially Extended Ly\(\alpha\) Emission in the KBSS-KCWI Survey,” vol. 953, no. 1, p. 118, Aug. 2023, doi: 10.3847/1538-4357/acd849.
[152]
Z. Song et al., Ly Halo Properties and Dust in the Circumgalactic Medium of z \(\sim\) 2 Star-forming Galaxies,” vol. 969, no. 2, p. 103, Jul. 2024, doi: 10.3847/1538-4357/ad4bd8.
[153]
I. Pasha and T. B. Miller, “Pysersic: A python package for determining galaxy structural properties via bayesian inference, accelerated with jax,” Journal of Open Source Software, vol. 8, no. 89, p. 5703, 2023, doi: 10.21105/joss.05703.
[154]
N. Roy et al., Early Results from GLASS-JWST. XXII. Rest-frame UV-Optical Spectral Properties of Ly\(\alpha\) Emitting Galaxies at 3 < z < 6,” vol. 952, no. 1, p. L14, Jul. 2023, doi: 10.3847/2041-8213/acdbce.
[155]
F. Leclercq et al., The MUSE Hubble Ultra Deep Field Survey. XIII. Spatially resolved spectral properties of Lyman \(\alpha\) haloes around star-forming galaxies at z > 3,” vol. 635, p. A82, Mar. 2020, doi: 10.1051/0004-6361/201937339.
[156]
J. Blaizot et al., Simulating the diversity of shapes of the Lyman-\(\alpha\) line,” vol. 523, no. 3, pp. 3749–3772, Aug. 2023, doi: 10.1093/mnras/stad1523.
[157]
J. Rosdahl et al., The SPHINX cosmological simulations of the first billion years: the impact of binary stars on reionization,” vol. 479, no. 1, pp. 994–1016, Sep. 2018, doi: 10.1093/mnras/sty1655.
[158]
H. Katz et al., The SPHINX Public Data Release: Forward Modelling High-Redshift JWST Observations with Cosmological Radiation Hydrodynamics Simulations,” The Open Journal of Astrophysics, vol. 6, p. 44, Dec. 2023, doi: 10.21105/astro.2309.03269.
[159]
P. A. Oesch et al., HDUV: The Hubble Deep UV Legacy Survey,” vol. 237, no. 1, p. 12, Jul. 2018, doi: 10.3847/1538-4365/aacb30.
[160]
A. E. Jaskot et al., Multivariate Predictors of Lyman Continuum Escape. II. Predicting Lyman Continuum Escape Fractions for High-redshift Galaxies,” vol. 973, no. 2, p. 111, Oct. 2024, doi: 10.3847/1538-4357/ad5557.
[161]
A. J. Bunker et al., JADES NIRSpec Spectroscopy of GN-z11: Lyman-\(\alpha\) emission and possible enhanced nitrogen abundance in a z = 10.60 luminous galaxy,” vol. 677, p. A88, Sep. 2023, doi: 10.1051/0004-6361/202346159.
[162]
A. Saxena et al., JADES: Discovery of extremely high equivalent width Lyman-\(\alpha\) emission from a faint galaxy within an ionized bubble at z = 7.3,” vol. 678, p. A68, Oct. 2023, doi: 10.1051/0004-6361/202346245.
[163]
M. Tang et al., JWST/NIRSpec spectroscopy of z = 7-9 star-forming galaxies with CEERS: new insight into bright Ly\(\alpha\) emitters in ionized bubbles,” vol. 526, no. 2, pp. 1657–1686, Dec. 2023, doi: 10.1093/mnras/stad2763.
[164]
G. C. Jones et al., JADES: The emergence and evolution of Ly\(\alpha\) emission and constraints on the intergalactic medium neutral fraction,” vol. 683, p. A238, Mar. 2024, doi: 10.1051/0004-6361/202347099.
[165]
I. Jung et al., CEERS: Diversity of Ly\(\alpha\) Emitters during the Epoch of Reionization,” vol. 967, no. 1, p. 73, May 2024, doi: 10.3847/1538-4357/ad3913.
[166]
L. Napolitano et al., Peering into cosmic reionization: Ly\(\alpha\) visibility evolution from galaxies at z = 4.5-8.5 with JWST,” vol. 688, p. A106, Aug. 2024, doi: 10.1051/0004-6361/202449644.
[167]
A. Saxena et al., JADES: The production and escape of ionizing photons from faint Lyman-alpha emitters in the epoch of reionization,” vol. 684, p. A84, Apr. 2024, doi: 10.1051/0004-6361/202347132.
[168]
M. Tang, D. P. Stark, M. W. Topping, C. Mason, and R. S. Ellis, JWST/NIRSpec Observations of Lyman \(\alpha\) Emission in Star-forming Galaxies at 6.5 \(\lesssim\) z \(\lesssim\) 13,” vol. 975, no. 2, p. 208, Nov. 2024, doi: 10.3847/1538-4357/ad7eb7.
[169]
J. Witstok et al., Witnessing the onset of reionisation via Lyman-\(\alpha\) emission at redshift 13,” arXiv e-prints, p. arXiv:2408.16608, Aug. 2024, doi: 10.48550/arXiv.2408.16608.
[170]
C. Witten et al., Deciphering Lyman-\(\alpha\) emission deep into the epoch of reionization,” Nature Astronomy, vol. 8, pp. 384–396, Mar. 2024, doi: 10.1038/s41550-023-02179-3.
[171]
G. C. Jones et al., JADES: measuring reionization properties using Lyman-alpha emission,” vol. 536, no. 3, pp. 2355–2380, Jan. 2025, doi: 10.1093/mnras/stae2670.
[172]
A. Runnholm et al., The JWST/PASSAGE Survey: Testing Reionization Histories with JWST’s First Unbiased Survey for Lyman alpha Emitters at Redshifts 7.5-9.5,” arXiv e-prints, p. arXiv:2502.19174, Feb. 2025, doi: 10.48550/arXiv.2502.19174.
[173]
J. Witstok et al., JADES: primaeval Lyman \(\alpha\) emitting galaxies reveal early sites of reionization out to redshift z ~9,” vol. 536, no. 1, pp. 27–50, Jan. 2025, doi: 10.1093/mnras/stae2535.
[174]
M. J. Hayes and C. Scarlata, On the Sizes of Ionized Bubbles Around Galaxies During the Reionization Epoch. The Spectral Shapes of the Ly\(\alpha\) Emission from Galaxies,” vol. 954, no. 1, p. L14, Sep. 2023, doi: 10.3847/2041-8213/acee6a.
[175]
T.-Y. Lu et al., The reionizing bubble size distribution around galaxies,” vol. 528, no. 3, pp. 4872–4890, Mar. 2024, doi: 10.1093/mnras/stae266.
[176]
T. Garel et al., Ly \(\alpha\) as a tracer of cosmic reionization in the SPHINX radiation-hydrodynamics cosmological simulation,” vol. 504, no. 2, pp. 1902–1926, Jun. 2021, doi: 10.1093/mnras/stab990.
[177]
N. Kanekar et al., The Atomic Gas Mass of Green Pea Galaxies,” vol. 913, no. 1, p. L15, May 2021, doi: 10.3847/2041-8213/abfb76.
[178]
Y. Chandola, C.-W. Tsai, D. J. Saikia, G. Li, D. Li, and Y.-Z. Ma, FAST H I 21 cm Study of Blueberry Galaxies,” vol. 977, no. 1, p. L8, Dec. 2024, doi: 10.3847/2041-8213/ad901c.
[179]
J. H. McKinney, A. E. Jaskot, M. S. Oey, M. S. Yun, T. Dowd, and J. D. Lowenthal, Neutral Gas Properties and Ly\(\alpha\) Escape in Extreme Green Pea Galaxies,” vol. 874, no. 1, p. 52, Mar. 2019, doi: 10.3847/1538-4357/ab08eb.
[180]
S. Gazagnes, J. Chisholm, D. Schaerer, A. Verhamme, J. R. Rigby, and M. Bayliss, Neutral gas properties of Lyman continuum emitting galaxies: Column densities and covering fractions from UV absorption lines,” vol. 616, p. A29, Aug. 2018, doi: 10.1051/0004-6361/201832759.
[181]
A. E. Jaskot et al., Multivariate Predictors of Lyman Continuum Escape. I. A Survival Analysis of the Low-redshift Lyman Continuum Survey,” vol. 972, no. 1, p. 92, Sep. 2024, doi: 10.3847/1538-4357/ad58b9.
[182]
A. E. Jaskot, M. S. Oey, C. Scarlata, and T. Dowd, Kinematics and Optical Depth in the Green Peas: Suppressed Superwinds in Candidate LyC Emitters,” vol. 851, no. 1, p. L9, Dec. 2017, doi: 10.3847/2041-8213/aa9d83.
[183]
J. Zastrow, M. S. Oey, S. Veilleux, and M. McDonald, New Constraints on the Escape of Ionizing Photons from Starburst Galaxies Using Ionization-parameter Mapping,” vol. 779, no. 1, p. 76, Dec. 2013, doi: 10.1088/0004-637X/779/1/76.
[184]
A. Ferrara, M. Giavalisco, L. Pentericci, E. Vanzella, A. Calabrò, and M. Llerena, Redshift evolution of Lyman continuum escape fraction after JWST,” The Open Journal of Astrophysics, vol. 8, p. 125, Aug. 2025, doi: 10.33232/001c.143600.
[185]
A. E. Jaskot and M. S. Oey, The Origin and Optical Depth of Ionizing Radiation in the ‘Green Pea’ Galaxies,” vol. 766, no. 2, p. 91, Apr. 2013, doi: 10.1088/0004-637X/766/2/91.
[186]
S. Dutta, A. Bera, O. Bait, C. A. Narayan, B. Sebastian, and S. Vaddi, H I imaging of a Blueberry galaxy suggests a merger origin,” vol. 531, no. 4, pp. 5140–5146, Jul. 2024, doi: 10.1093/mnras/stae1490.
[187]
A. Le Reste et al., Tidally offset neutral gas in Lyman continuum emitting galaxy Haro 11,” vol. 528, no. 1, pp. 757–770, Feb. 2024, doi: 10.1093/mnras/stad3910.

  1. The kendall code [70] is publicly available on https://github.com/Knusper/kendall.↩︎

  2. Also accesible via https://archive.stsci.edu/hlsp/lacos↩︎

  3. With the exception of J092532 and J124835, for which we used additional archival observations, significantly increasing the length of the F165LP exposures [66].↩︎

  4. Extended Lyman-Alpha Reference Sample (eLARS)↩︎

  5. https://github.com/sflury/histogram↩︎

  6. linmix is a Python-based Bayesian fitting code that allows the user to model a two-dimensional data set with a linear regression, accounting for errors on both variables and intrinsic random scatter, with the capability of including censored (upper or lower limits) data. A python version of linmix can be found in https://linmix.readthedocs.io/en/latest/index.html.↩︎

  7. Even though, the possibility of a diffuse population of unresolved HII regions extending beyond the UV emitting contours cannot be discarded [128]. Disentangling between both Ly\(\alpha\)production mechanisms will require follow-up observations of hydrogen recombination emission lines (e.g., H\(\beta\), H\(\alpha\)).↩︎