Author

Xiao-Peng Li

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#artificial intelligence Preprint Oct 2026

Memory Type Varies: Empowering LLM Agents for Long-Term Memory with Diverse Strategies

This work proposes a novel memory framework, named MemoType, which can adaptively recognize each memory and query type with the learned router model, and proposes a novel retrieval framework, named MemoType, which can adaptively recognize each memory and query type with the learned router model.

Yi Wen, De-Rong Xu, Peng-Yue Jia et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Persona Following Is Not Selective Control: The Neutrality Gap in LLM User Simulation

A systematic failure of selective control is identified and a disparity, the neutrality gap, demonstrates that successful persona following does not imply selective persona control, which additionally requires keeping non-target attributes stable.

Jia-Shen Ren, Wen-Lin Zhang, Bo-Han Zhang et al. · 0 citations