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cs.LG 1

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2025 1

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PLD: A Choice-Theoretic List-Wise Knowledge Distillation

cs.LG · 2025-06-14 · unverdicted · novelty 6.0

PLD recasts knowledge distillation as a weighted list-wise ranking loss under the Plackett-Luce model that optimizes a teacher-optimal class ranking and subsumes weighted cross-entropy.

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  • PLD: A Choice-Theoretic List-Wise Knowledge Distillation cs.LG · 2025-06-14 · unverdicted · none · ref 33

    PLD recasts knowledge distillation as a weighted list-wise ranking loss under the Plackett-Luce model that optimizes a teacher-optimal class ranking and subsumes weighted cross-entropy.