Learning from Others, Acting for You: Cross-User Memory Sharing for LLM Agents
ShareMem is introduced, a memory architecture that shares reusable experience while grounding its application in the receiving user's own preferences, and improves step success, average task success, and dialogue-macro coding scores, respectively, over matched user-local memory across all four models.
Jinming Hu, Haodong Zhao, Qi Jia et al.
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