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cs.CL2026
PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents
Yubo Hou, Jingwei Song, Hongbo Zhang +4
Persistent LLM agents require memory representations that make the formation of person understanding explicit across long term interaction. Existing agent memory methods emphasize…
cs.CL2026
FlashMem: Distilling Intrinsic Latent Memory via Computation Reuse
Yubo Hou, Zhisheng Chen, Tao Wan +1
The stateless architecture of Large Language Models inherently lacks the mechanism to preserve dynamic context, compelling agents to redundantly reprocess history to maintain long-…