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Yuxian Wei

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Preprint Aug 2026

DreOPD: Degraded-Reference Extrapolative On-Policy Distillation for Flow-matching Models

This work proposes DreOPD, a Degraded-reference extrapolative OPD method for flow-matching models that bridges these two paradigms, and converts implicit reward extrapolation into closed-form velocity regression, enabling extrapolative post-training with the stability of OPD.

Ming-Hung Lin, Chengfei Cai, Lin Xu et al. · 0 citations

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