Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory

Mingxi Zou, Zhihan Guo, Langzhang Liang +6

Long-horizon language agents must operate under limited runtime memory, yet existing memory mechanisms often organize experience around descriptive criteria such as relevance, sali…