Xinwang Liu
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126
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ML×1AI×1
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2026
Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation
The paper introduces Individual Fairness-aware Strategic Classification (IFSC), a framework that models interdependent strategic manipulation where agents imitate nearby positively decided peers to achieve favorable outcomes while maintaining individual fairness.
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cs.LGcs.AIRecentMay 30, 2026
Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation
Xinpeng Lv, Chunyuan Zheng, Yunxin Mao, Renzhe Xu +8 more
The paper introduces Individual Fairness-aware Strategic Classification (IFSC), a framework that models interdependent strategic manipulation where agents imitate nearby positively decided peers to ac…
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