Elastic Horizon: Discovering the Effective Interaction Frontier in Agentic Reinforcement Learning

Gangyi Zhang, Junjie Meng, Letian Zhang +6

Scaling the interaction horizon-the maximum number of environment interactions per episode-improves LLM agents on long-horizon tasks, and curriculum-based methods that progressivel…