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Yifan Li

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Jul 2026

Metadata-Free Meta-Reweighted Direct Preference Optimization under Noisy Preference Labels

A bilevel optimization framework is proposed and it is proved, under some idealized conditions, that this framework can recover the DPO optimum under clean data and derive a prior form for the learnable weighting function under label-flipping noise.

Hua Qu, Yifan Li, Xiaodong Yuan · 0 citations

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