2 papers
cs.CL2026
Many Steps into One: Reasoning Contraction and the Limits of Safe Memory Reuse for LLM Agents
Jianghong Zhou, Hao Rong, Chen Lin +1
Thought templates, skill libraries, agent memories and caches turn many reasoning steps into one. We call this reasoning contraction. A contracted memory saves reasoning steps and…
cs.LG2026
Shaping Persistent Representations from Independent Interactions
Ji Dai, Quan Fang, Junyu Gao +4
World models learn environment dynamics from interaction experience. These dynamics depend on the current state and actions, as well as on properties that persist across interactio…