TrajEvolve: Trajectory Evolution for Reinforcement Learning with Hindsight Credit Assignment.

arXiv:2610.28060v1 Announce Type: new Abstract: The Reinforcement Learning (RL) paradigm has achieved remarkable success in enhancing the reasoning capabilities of Large Language Models (LLMs). However, when applied to long-horizon tasks, it faces severe chall