2 papers
cs.LG2024
Inference-Time Rule Eraser: Fair Recognition via Distilling and Removing Biased Rules
Yi Zhang, Dongyuan Lu, Jitao Sang
Machine learning models often make predictions based on biased features such as gender, race, and other social attributes, posing significant fairness risks, especially in societal…
cs.CV2024
FairCLIP: Social Bias Elimination based on Attribute Prototype Learning and Representation Neutralization
Junyang Wang, Yi Zhang, Jitao Sang
The Vision-Language Pre-training (VLP) models like CLIP have gained popularity in recent years. However, many works found that the social biases hidden in CLIP easily manifest in d…