Path Specific Fairness

Spectral Principal Paths: A Spectral Perspective on Linear Representation Formation in LLMs
High-level representations have become a central focus in enhancing AI transparency and control, shifting attention from individual …
Bowei Tian, Xuntao Lyu, Meng Liu, Hongyi Wang, Ang Li
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SPARC: Scalable Path-Specific Counterfactual Fairness via Causal Conditional Independence
Deep learning models exhibit fairness concerns when predictions are inadvertently influenced by sensitive attributes. However, existing …
Bowei Tian, Yexiao He, Ziyao Wang, Meng Liu, Yongkai Wu, Ang Li
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