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continual learning 23 reinforcement learning 9 language models 6 benchmarking 4 natural language processing 4 AI agents 3 vision-language models 3 world models 3

30 JUL 2026 · Paper

Σ-Mem: An Online Reliability Memory for LLM-based Multi-Agent Systems

This paper introduces a new type of memory system for large language model (LLM) based multi-agent systems that tracks which agents can be trusted and under what conditions. Practitioners might care because it can help improve the reliability and coordination of these systems.

continual learning LLMs multi-agent systems trustworthiness reliability competence evidence