Fairness in Transfer Learning

Audit fairness through transfer-learning steps. Learn pretraining-bias inheritance, fine-tuning effects on group performance, domain-shift fairness, layer-by-layer fairness diagnostic (which layers carry the bias), and patterns that decouple useful pretraining signal from inherited bias.