Complementary RL: Towards Efficient Experience-Driven Agent Learning

Dilxat Muhtar, Jiashun Liu, Wei Gao +8

Reinforcement Learning (RL) has emerged as a powerful paradigm for training LLM-based agents, yet remains limited by low sample efficiency, stemming not only from sparse outcome fe…