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Xiao-Tong Wang

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#machine learning Preprint Sep 2026

FairTest: Search-Based Fairness Testing for Multi-Agent Reinforcement Learning Systems

FairTest is proposed, a search-based testing approach that seeks the unfair executions of a MARL policy and combines search guidance with test prioritization, which detects the most fairness failures compared to three baselines with statistical significance and large effect sizes.

Xiao-Tong Wang, Xuan Xie · 0 citations