Author

Xin Peng

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#artificial intelligence Preprint Sep 2026

MeClear: Cooperative Game-Theoretic Attribution and Risk-Aware Memory Clearance for Long-Horizon LLM Agents

Long horizon Large Language Model (LLM) agents rely on external memory systems to preserve user preferences and task knowledge across extended interactions. Conventional retrieval mechanisms optimize semantic compatibility rather than downstream utility, frequently introducing outdated, misleading, or conflicting evide...

Bo-Yu Yang, Jia-Zheng Sun, Zi-Long Lu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Trace2Tower: Transition-Aware EigenTrace Induction of Multi-Level Skills for LLM Agents

Trace2Tower is introduced, a transition-aware EigenTrace framework that distills raw trajectories into a robust skill hierarchy, and significantly outperforms existing baselines in task mastery and context-efficient experience reuse.

Jia-Zheng Sun, Bo-Yu Yang, Bin-Hao Yuan et al. · 0 citations

Review Jul 2026

Traceable LLM Reasoning for Fake-Order Fraud Detection

Results show that DeepScrub improves fraud review accuracy, reduces first-stage review workload, and provides traceable evidence for production risk-review workflows, showing that domain adaptation can matter more than model scale in this setting.

Si-Qi You, Bingsong Xu, Zhixiang Zheng et al. · arXiv.org · 0 citations