J-PAS: Semi-Supervised Sim-to-Obs Transfer for Robust Star--Galaxy--Quasar Classification
Semi-supervised adaptation from DESI-derived mocks to J-PAS observations improves held-out four-class photometric classification over mocks-only and equally label-limited J-PAS-only baselines, chiefly for quasars. Results demonstrate mitigation of this specific simulation-to-observation shift, not a general guarantee of transferability.





![Figure 1 from Shedding the envelope: JWST reveals a kiloparsec-scale [OIII]-weak Balmer shell around a z=7.64 quasar](/lrdigest/research/figures/2512.15881v1/figure-1-1.png?v=9c4c172c8f786a6a)

