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#artificial intelligence Preprint Oct 2026

ResOPD: Tail Residualization for Sparse On-Policy Distillation

On-policy distillation (OPD) trains a student model on self-generated trajectories, but transmitting dense teacher distributions across long reasoning traces creates prohibitive communication and memory bottlenecks. Practical systems therefore rely on sparse teacher interfaces, typically transmitting either the sampled...

Peng-Hui Yang, Long Xing, Xuan-Lang Dai et al. · 0 citations

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