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cs.LG2026
Explore with Memory, Learn without It: In-Context Exploration and Self-Distillation for LLM Reasoning
Yutong Chen, Zhichao Xu, Rui Liu +1
Exploration bounds learning efficiency in reinforcement learning with verifiable rewards (RLVR). Current methods explore mostly through independent sampling, without fully using th…
cs.LG2026
DualOPSD: Closing the Feedback Loop in On-Policy Self-Distillation
Yutong Chen, Guangfu Guo, Zhichao Xu +1
On-policy self-distillation (OPSD) combines student generated trajectories with dense supervision from a privileged teacher of the same model. Its pointwise clipping protects the s…