$\Sigma$-Mem: An Online Reliability Memory for LLM-based Multi-Agent Systems

Peilin Feng, Suorong Yang, Soujanya Poria

Memory is central to long-horizon LLM agents, yet existing memory systems primarily preserve interaction content rather than modeling which agents can be trusted and under what con…