ARSM: Auto-Regressive State Machine for Agentic Reasoning Compression

Xiafeng Man, Siyuan Ye, Xiaosong Ma

While Large Language Model (LLM)-based agents demonstrate strong capabilities in long-horizon tasks by interleaving reasoning with external environment interactions, the continuous…