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Lin-Bo Zhu

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#machine learning Preprint Oct 2026

Learning from Evolving Errors: Adaptive Iterative Repair for On-Policy Distillation

On-policy self-distillation (OPSD) supplies dense token-level feedback on trajectories sampled from the student's own policy, a richer training signal than the outcome-level rewards of reinforcement learning. This feedback comes from a teacher conditioned on a full reference solution unavailable to the student. The ref...

Rui Li, Li-Yang He, Zheng Zhang et al. · 0 citations

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