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Build a diagonal matrixΓ11 = 1 n1 Im ∈ Rm×m + , where Im is the identity matrix of sizem×m

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cs.AI 1

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2025 1

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Fairness Through Matching

cs.AI · 2025-01-06 · conditional · novelty 6.0

A new group-fairness measure matches individuals across protected groups with a transport map, and training under this matching constraint yields fair models with controllable subgroup behavior.

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  • Fairness Through Matching cs.AI · 2025-01-06 · conditional · none · ref 10

    A new group-fairness measure matches individuals across protected groups with a transport map, and training under this matching constraint yields fair models with controllable subgroup behavior.