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interventional fairness

3 papers

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Co-occurring keywords · papers mentioning both

sensitive attribute (2) causal inference (2) partially known causal graph (1) kernel maximum mean discrepancy (1) partially directed acyclic graph (1) prediction model (1) causal graph (1) fair machine learning (1) min-max optimization (1) causal effect (1)

Papers

Fairness under Graph Uncertainty: Achieving Interventional Fairness with Partially Known Causal Graphs over Clusters of Variables UAI 2026 A Local Method for Satisfying Interventional Fairness with Partially Known Causal Graphs NeurIPS 2024 Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach ICLR 2024