Explore with Memory, Learn without It: In-Context Exploration and Self-Distillation for LLM Reasoning.

arXiv:2610.17734v1 Announce Type: cross Abstract: Exploration bounds learning efficiency in reinforcement learning with verifiable rewards (RLVR). Current methods explore mostly through independent sampling, without fully using the information gathered along t