3 papers
cs.AI2026
Stepwise Think-Critique: A Unified Framework for Robust and Interpretable LLM Reasoning
Jiaqi Xu, Cuiling Lan, Xuejin Chen +1
Human beings solve complex problems through critical thinking, where reasoning and evaluation are intertwined to converge toward correct solutions. However, most existing large lan…
q-bio.NC2025
Deciphering Functions of Neurons in Vision-Language Models
Jiaqi Xu, Cuiling Lan, Yan Lu
The burgeoning growth of open-sourced vision-language models (VLMs) has catalyzed a plethora of applications across diverse domains. Ensuring the transparency and interpretability…
cs.CV2025
Long Video Understanding with Learnable Retrieval in Video-Language Models
Jiaqi Xu, Cuiling Lan, Wenxuan Xie +2
The remarkable natural language understanding, reasoning, and generation capabilities of large language models (LLMs) have made them attractive for application to video understandi…