A State-Transition Framework for Efficient LLM Reasoning - Zhang, Liang; Zhao, Yu; Wang, Longyue; Shi, Tianqi; Luo, Weihua; Zhang, Kaifu; Su, Jinsong (International Conference on Learning Representations, 2026)