StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction.

arXiv:2605.06642v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are increasingly used as interactive agents, but optimizing them for long-horizon decision making remains difficult because current methods are largely purely reactive, whic