
Five papers show how profile matching, feedback choices, flow classification, continuum reconstruction, and IFU geometry shape absorber comparisons before the final physical inference.
| Work | Class and redshift | Comparison level | Result to screen on | Code and data |
|---|---|---|---|---|
| Trevino et al., arXiv:2609.04324 | Direct spectral comparison; observations at z ≈ 0.2–0.4, simulation at z ≈ 4.19–3.00 | 22,500 RASCAS Si II/C II mocks matched to nine HST/COS LzLCS+ stacks | Best profile matches reach reduced χ² < 1; matched mocks broadly recover the observed mass dependence of ionizing escape fraction 1 | Public HST program data; dedicated repository link unlisted by paper |
| Khatri et al., arXiv:2609.03083 | Physical-level simulation benchmark; z = 0 | Five Auriga runs compared with Milky Way cloud and X-ray metallicity constraints; spectra are deferred | Median CGM metallicity differs by almost an order of magnitude about 50 kpc above or below the disk, while current constraints leave all five runs viable 2 | SURGE data available from the corresponding author on request |
| Yesuf et al., arXiv:2609.04327 | Observational baryon-cycle anchor; 0.005 < z < 0.16 | Two-component Na I D fits to integrated DESI galaxy spectra | High-confidence inflows occur in 6,575 galaxies, about 20%; the probability-weighted incidence is about 54% 3 | DESI DR1 is public; a flow catalog is promised with article publication |
| Hahn et al., SpenderQ, arXiv:2506.18986 / JCAP 09 (2026) 042 | Synthetic-only ML method; 2.1 < z < 3.5 | Autoencoder continuum reconstruction tested on 401,820 synthetic DESI Y1 quasar spectra | Median absolute fractional flux error is 0.04, versus 0.08 for picca 6 | Public MIT repository; real-data catalogs are deferred |
| Hernández-Guajardo et al., arXiv:2608.25364 / A&A DOI 10.1051/0004-6361/202661590 | Synthetic observation-side method; absorber at z ≈ 0.77 | Real lensing, imaging, PSF, and IFU geometry with a synthetic gas profile | Spaxel-centre coordinates overestimate the exponential scale length by about 15% and underestimate log N₀ by 0.16–0.17 dex 5 | Public MIT companion code; two input files must be supplied separately |



quickquasars, SIMQSO templates, and specsim add continua, instrument response, and noise. Because the true continuum is known, the target is the intrinsic quasar continuum rather than the continuum multiplied by an assumed mean transmission. 4picca estimate. In rest-frame region A, 1040–1205 Å, SpenderQ is 1.5 times more precise. Fewer than 1.5% of spectra exceed an absolute fractional flux error of 0.2, compared with about 10% for picca. 4

github.com
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