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Author

Chang Liu

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Jul 2026

MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents

The MemLens is presented, a value-aware memory management system that takes memory records as first-class data objects and can serve as an efficient, interpretable, and personalized long-term memory management system for agents.

Shuyue Wei, Chang Liu, Zi-Mu Zhou et al. · 0 citations
Jul 2026

LoopMemGR: From Behavior Logs to Evolving Memory for Generative Recommendation

Generative recommendation formulates next-item prediction as conditional autoregressive generation over discrete Semantic IDs, enabling end-to-end recommendation over large-scale item spaces. However, most existing methods follow a history-as-context paradigm that repeatedly reconstructs user preference from behavior h...

Hui Qian, Chang-Fa Wu, Chang Liu et al. · 0 citations

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