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Runyang You

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#artificial intelligence Preprint Oct 2026

On-Policy Transition Distillation

On-policy distillation (OPD) consolidates expert capabilities into a single student by matching teacher and student final-layer distributions on student-generated rollouts. We investigate whether depthwise prediction transitions, the changes in predictions between layers, can provide additional task-relevant supervisio...

Run-Yang You, Yong-Qi Li, Tie-Zheng Yu et al. · 0 citations

SLPO: Scaling Latent Reasoning via a Surrogate Policy

Surrogate Latent Policy Optimization (SLPO) is introduced to bring outcome-reward RL to autoregressive latent reasoners: an empirical surrogate policy density over latent transitions for trajectory-level credit assignment, and a correctness-supervised stopping head that outcome-reward optimization refines into a variab...

Runyang You, Zhiyuan Liu, Yongqi Li et al. · 1 citation

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