5 papers
Stepwise Think-Critique: Interleaved Reasoning and Self-Critique in a Single LLM
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…
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…
Slot-VLM: SlowFast Slots for Video-Language Modeling
Jiaqi Xu, Cuiling Lan, Wenxuan Xie +2
Video-Language Models (VLMs), powered by the advancements in Large Language Models (LLMs), are charting new frontiers in video understanding. A pivotal challenge is the development…
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…
Shape Guided Gradient Voting for Domain Generalization
Jiaqi Xu, Yuwang Wang, Xuejin Chen
Domain generalization aims to address the domain shift between training and testing data. To learn the domain invariant representations, the model is usually trained on multiple do…