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Agent Memory2 min read

Temporal Evidence Forests for Long-Horizon Multi-Party Conversational Memory

Long-term memory has been widely adopted in LLM-based agents to support persistent interaction and personalized assistance. Long-term multi-party interactions, however, accumulate substantially more detailed information, with decisions repeatedly updated and states evolving across participants and…

By Junyou Guo, Chongyang Tao, Yan He, Yong Wang, Shuai MaarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 12, 2026.

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