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(Constructing the complement parts) We collect the complements as X′ 0∶= X0∖⎛ ⎝ m ⋃ k=1 X0,k∪ ⋃ d∈D0,1 ˜X0,d ⎞ ⎠, X′ 1∶= X1∖⎛ ⎝ m ⋃ k=1 X1,k∪ ⋃ d∈D0,1 ˜X1,d ⎞ ⎠

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cs.AI 1

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2025 1

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CONDITIONAL 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 4

    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.