Jialong Liu

SRPO: Self-Reflective Policy Optimization for Long-Horizon Reasoning

Self-reflection is a powerful mechanism for credit assignment in human learning, converting sparse outcome feedback into actionable guidance. However, its potential for post-training Large Language Models (LLMs) remains underexplored. We propose Self-Reflective Policy Optimization (SRPO), a framewor…