Efficient Reinforcement Learning for Long-Horizon Tool-Use Agentic Tasks

Zelei Cheng, Amritansh Mishra, Sambit Sahu +1

Long-horizon tool-using agents must reason over user goals, domain policies, tool calls, simulator state, and delayed verifiable rewards. Reinforcement learning (RL) is a natural f…