conftrace_

path-specific effect

4 papers

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Co-occurring keywords

causal inference (1630) discrimination detection (3) causal dag (9) effect propagation (1) recursive shapley value (1) path coefficient (1) causal fairness (5) mediation analysis (14) fairness utility trade-off (1) counterfactual causality (4)

Papers

Fairness-Accuracy Trade-Offs: A Causal Perspective AAAI 2025
Axiomatic effect propagation in structural causal models JMLR 2024
A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019
A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017