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Optimal Transport for LLM Reward Modeling from Noisy Preference

cs.LG · 2026-05-07 · unverdicted · novelty 6.0

SelectiveRM applies optimal transport with a joint consistency discrepancy and partial mass relaxation to produce reward models that optimize a tighter upper bound on clean risk while autonomously dropping noisy preference samples.

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  • Optimal Transport for LLM Reward Modeling from Noisy Preference cs.LG · 2026-05-07 · unverdicted · none · ref 66

    SelectiveRM applies optimal transport with a joint consistency discrepancy and partial mass relaxation to produce reward models that optimize a tighter upper bound on clean risk while autonomously dropping noisy preference samples.