Xun-Liang Cai

ReflectPO: Reflection-Guided Policy Optimization for Long-Horizon LLM Agents

With external tools, large language models (LLMs) can tackle complex tasks through sustained environmental interaction. LLM-based agents are therefore increasingly used to tackle complex long-horizon tasks in real-world environments. However, these tasks involve sequential, interdependent decisions and changes in envir...