arxivcs.LGcs.AI2026-06-29
PS-PPO: Prefix-Sampling PPO for Critic-Free RLHF
Reinforcement Learning from Human Feedback (RLHF) for Large Language Models increasingly relies on critic-free methods as a practical alternative to actor--critic training. Despite their simplicity, existing critic-free approaches propagate a trajectory-level learning signal unif…