Shared-Memory Multi-Agent Systems

Overview

This field studies how multiple AI agents use common memory to coordinate, preserve useful experience, and divide work across long or complex tasks. Approaches include shared logs and workspaces, structured or role-routed retrieval, local-plus-global memory, and consistency mechanisms such as transactional updates and conflict-free replicated data structures. Systems are tested on question answering, web and household tasks, coding, visual reasoning, and research workflows. A central tension is that sharing can reduce duplicated work but also spread errors, stale claims, or private information; provenance, access control, verification, and efficient retrieval remain open challenges.

Latest papers

CardsList

39 papers8 papers in the last four weeks, down 20% on the four weeks before. 0.0% of all new papers.

  1. MediHive: A Decentralized Agent Collective for Medical Reasoning

    Mar 28, 2026Xiaoyang Wang, Christopher C. YangMulti-Agent LLM SystemsMedical QA

  2. Multi-Agent Memory from a Computer Architecture Perspective: Visions and Challenges Ahead

    Mar 9, 2026Zhongming Yu, Naicheng Yu, Hejia Zhang +5Shared-Memory Multi-Agent SystemsHierarchical Memory

  3. IntentCUA: Learning Intent-level Representations for Skill Abstraction and Multi-Agent Planning in Computer-Use Agents

    Feb 19, 2026Seoyoung Lee, Seobin Yoon, Seongbeen Lee +4Computer-Use AgentsLong-Horizon Agent Tasks

  4. DeALOG: Decentralized Multi-Agents Log-Mediated Reasoning Framework

    Feb 1, 2026Abhijit Chakraborty, Ashish Raj Shekhar, Shiven Agarwal +1Multi-Agent CollaborationMultimodal QA

  5. Cross-User Poisoning: User-Task Boundary Failures in Multi-User Collaborative Language Agents

    Nov 21, 2025Atharv Singh Patlan, Peiyao Sheng, S. Ashwin Hebbar +2Data Poisoning AttacksAgent Memory Poisoning

  6. SEDM: Selective Self-Evolving Distributed Memory for Agents

    Sep 11, 2025Yichen Liu, Anna Min, Yinzhi Wang +14LLM Agent MemoryAgent Memory Management

  7. RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory

    Aug 6, 2025Jun Liu, Zhenglun Kong, Changdi Yang +12LLM Context ManagementMulti-Agent LLM Systems