A Hypothesis for the Aesthetic Appreciation in Neural Networks. - Xu Cheng 005; Xin Wang 108; Haotian Xue; Zhengyang Liang; Quanshi Zhang (CoRR, 2021)

Self-Supervised Multi-Modal Knowledge Graph Contrastive Hashing for Cross-Modal Search. - Meiyu Liang; Junping Du 001; Zhengyang Liang; Yongwang Xing; Wei Huang; Zhe Xue (AAAI, 2024)

AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning. - Yuwei Guo 002; Ceyuan Yang; Anyi Rao; Zhengyang Liang; Yaohui Wang 001; Yu Qiao 001; Maneesh Agrawala; Dahua Lin; Bo Dai 002 (ICLR, 2024)

Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning. - Zhengyang Liang; Meiyu Liang; Wei Huang; Yawen Li 001; Zhe Xue (CoRR, 2024)

Seeing Clearly, Answering Incorrectly: A Multimodal Robustness Benchmark for Evaluating MLLMs on Leading Questions. - Yexin Liu; Zhengyang Liang; Yueze Wang; Muyang He; Jian Li; Bo Zhao (CoRR, 2024)

Scaling Laws For Diffusion Transformers. - Zhengyang Liang; Hao He; Ceyuan Yang; Bo Dai 002 (CoRR, 2024)

SwinGNN: Rethinking Permutation Invariance in Diffusion Models for Graph Generation. - Qi Yan; Zhengyang Liang; Yang Song; Renjie Liao; Lele Wang 001 (Trans. Mach. Learn. Res., 2024)

Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval. - Zheng Liu 011; Ze Liu; Zhengyang Liang; Junjie Zhou 001; Shitao Xiao; Chao Gao; Chen Jason Zhang; Defu Lian (ACL (1), 2025)

MLVU: Benchmarking Multi-task Long Video Understanding. - Junjie Zhou 001; Yan Shu; Bo Zhao 015; Boya Wu; Zhengyang Liang; Shitao Xiao; Minghao Qin; Xi Yang; Yongping Xiong; Bo Zhang; Tiejun Huang 001; Zheng Liu 011 (CVPR, 2025)

Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly. - Yexin Liu; Zhengyang Liang; Yueze Wang; Xianfeng Wu; Feilong Tang; Muyang He; Jian Li 062; Zheng Liu 011; Harry Yang; Sernam Lim; Bo Zhao 015 (CVPR, 2025)

Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding. - Yan Shu; Zheng Liu 011; Peitian Zhang; Minghao Qin; Junjie Zhou 001; Zhengyang Liang; Tiejun Huang 001; Bo Zhao 015 (CVPR, 2025)

Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval. - Ze Liu; Zhengyang Liang; Junjie Zhou 001; Zheng Liu 011; Defu Lian (CoRR, 2025)

MomentSeeker: A Comprehensive Benchmark and A Strong Baseline For Moment Retrieval Within Long Videos. - Huaying Yuan; Jian Ni; Yueze Wang; Junjie Zhou 001; Zhengyang Liang; Zheng Liu 011; Zhao Cao; Zhicheng Dou; Ji-Rong Wen (CoRR, 2025)

Video-XL-2: Towards Very Long-Video Understanding Through Task-Aware KV Sparsification. - Minghao Qin; Xiangrui Liu; Zhengyang Liang; Yan Shu; Huaying Yuan; Junjie Zhou 001; Shitao Xiao; Bo Zhao 015; Zheng Liu 011 (CoRR, 2025)