Co-Evolving Acting and Forecasting for Language Agents

Haofei Yu, Yixing Chen, Yining Zhao +6

Training language agents is bottlenecked by the high cost of long-horizon rollouts, yet standard agentic reinforcement learning (RL) learns only from a terminal scalar reward, leav…