一作ACL 2026Findings· Findings of ACL
Learning How to Remember: A Meta-Cognitive Management Method for Structured and Transferable Agent Memory
Sirui Liang · Pengfei Cao · Jian Zhao · Wenhao Teng · Xiangwen Liao · Jun Zhao · Kang Liu
摘要
Large language model (LLM) agents increasingly rely on accumulated memory to solve long-horizon decision-making tasks. However, most existing approaches store memory in fixed representations and reuse it at a single or implicit level of abstraction, which limits generalization and often leads to...