2026
Rank-Guided Pseudo-Bias Learning for Robust Black-Box Adaptation
CVPR 2026
Pretrained vision encoders are widely used as frozen, black-box feature extractors, yet they often inherit spurious correlations that disproportionately harm underrepresented groups. We introduce PLD-Debias, a fully black-box debiasing framework that requires neither access to backbone parameters no