Author

Cuiling Lan

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#artificial intelligence Preprint Oct 2026

MemSteer: Turning User Histories into Supervision for Agent Memory Optimization

MemSteer is introduced, which turns unlabeled user histories into question-answer (QA) supervision with supporting evidence for memory-design optimization and develops MemSteer-Opt, which combines QA-based design evaluation with evidence-guided failure diagnosis to revise memory store, retrieval, and context constructi...

Jie Huang, Cui-Ling Lan, Qi-Ze Yu et al. · 0 citations

#artificial intelligence Preprint Dec 2025

Stepwise Think-Critique: Interleaved Reasoning and Self-Critique in a Single LLM

Stepwise Think-Critique (STC), an end-to-end trainable framework in which a single LLM emits a structured, step-level critique inline with each reasoning step, is proposed, a step toward LLMs with built-in critical thinking.

Jia-Qi Xu, Cuiling Lan, Xue-Jin Chen et al. · 0 citations