TSRL: Trigger-based Supervised Reinforcement Learning for Continual Agent Training

Yuqian Fu, Kaiwen Jiang, Zijun Song +3

Large language model (LLM) agents excel at complex, multi-step tasks but suffer from catastrophic forgetting during continual learning--acquiring new skills often degrades previous…