Publications

InterTab: Interleaved Visual-Structure Alignment for Multi-Modal Table Reasoning

Hanqian Li*, Sirui Huang*^†, Chen Ling*, Jungang Li, Yu Huang, Kening Zheng, Yonghua Hei, Xiangrong He, Shiyi Wang, Pengcheng Zhu, Dongnan Liu, Wei Zhou, Linjian Mo, Nai Ding, Xuming Hu^†

HyperG: Hypergraph-Enhanced LLMs for Structured Knowledge

Sirui Huang*, Hanqian Li*, Yanggan Gu, Xuming Hu, Qing Li, Guandong Xu

SIGIR 2025

Seeing vs. Believing: Evaluating the Language Bias of Open-Source MLLMs in Counter-Intuitive Scenes

Chen Ling*, Tongwei Zhang*, Hanqian Li*, Nai Ding^†

EMNLP 2026

Debias in Text, Believe Your Eyes: Text-Anchored Cross-Modal Transfer for Visual Counter-Commonsense Reasoning

Chen Ling*, Hanqian Li*, Dongnan Liu, Keyu Qian, Jungang Li, Shiyi Wang, Xin Dong, Pengcheng Zhu, Wei Zhou, Linjian Mo, Nai Ding^†

arXiv preprint. 2608.06938

VideoMark: A Distortion-Free Robust Watermarking Framework for Video Diffusion Models

Hanqian Li*, Aiwei Liu*^†, Jungang Li*, Yu Huang, Shuliang Liu, Qi Zheng, Junhao Chen, Xuming Hu^†

arXiv preprint. 2504.16359

RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video

Shuhang Xun, Sicheng Tao, Jungang Li, Yibo Shi, Zhixin Lin, Zhanhui Zhu, Yibo Yan, Hanqian Li, Linghao Zhang, Shikang Wang, Yixin Liu, Hanbo Zhang, Ying Ma, Xuming Hu

NeurIPS 2025

A Visual Semantic Adaptive Watermark grounded by Prefix-Tuning for Large Vision-Language Model

Qi Zheng, Shuliang Liu, Yu Huang, Sihang Jia, Jungang Li, Lyuhao Chen, Junhao Chen, Hanqian Li, Aiwei Liu, Yibo Yan, Xuming Hu

CVPR 2026