LLM Agents

Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline

A cross-scenario evaluation of agent memory systems and AutoMEM, a baseline that lets agents manage memory through tools.

Zhikai Chen, Jialiang Gu, Junyu Yin, Xianxuan Long, Shenglai Zeng, Xiaoze Liu, Kai Guo, Keren Zhou, Jiliang Tang

Sep 08 2026

publicationAACLLLM Agents

AutoMEM Accepted at AACL 2026

Our collaboration on cross-scenario generality of agent memory systems and the AutoMEM baseline has been accepted at AACL-IJCNLP 2026.