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cs.IR 1

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2025 1

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Shapley Value-driven Data Pruning for Recommender Systems

cs.IR · 2025-05-28 · reject · novelty 4.0

SVV prunes recommender training interactions by their estimated Shapley value contribution to autoencoder loss reduction, reporting modest accuracy gains on four datasets but resting on a faulty value-function derivation.

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  • Shapley Value-driven Data Pruning for Recommender Systems cs.IR · 2025-05-28 · reject · none · ref 5

    SVV prunes recommender training interactions by their estimated Shapley value contribution to autoencoder loss reduction, reporting modest accuracy gains on four datasets but resting on a faulty value-function derivation.