Echoes as Anchors: Probabilistic Costs and Attention Refocusing in LLM Reasoning - Hao, Zhuoyuan; Li, Zhuo; Li, Wu; Liu, Fangming; Zhang, Min; Li, Jing (International Conference on Learning Representations, 2026)