Follow the Winners: Conservative Policy Improvement with the Cross-Entropy Method for Critic-Free RFT.

arXiv:2610.03361v1 Announce Type: cross Abstract: Critic-free reinforcement fine-tuning (RFT) for agentic large language models is often done through GRPO-style methods, which compute a group baseline over repeated rollouts to reduce target variance. However,