Temporal Enhanced Training of Multi-view 3D Object Detector via Historical Object Prediction. - Zhuofan Zong; Dongzhi Jiang; Guanglu Song; Zeyue Xue; Jingyong Su; Hongsheng Li 001; Yu Liu 015 (ICCV, 2023)

MATHVERSE: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? - Renrui Zhang; Dongzhi Jiang; Yichi Zhang; Haokun Lin; Ziyu Guo; Pengshuo Qiu; Aojun Zhou; Pan Lu; Kai-Wei Chang; Yu Qiao 001; Peng Gao 007; Hongsheng Li 001 (ECCV (8), 2024)

CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching. - Dongzhi Jiang; Guanglu Song; Xiaoshi Wu; Renrui Zhang; Dazhong Shen; Zhuofan Zong; Yu Liu 015; Hongsheng Li 001 (NeurIPS, 2024)

MoVA: Adapting Mixture of Vision Experts to Multimodal Context. - Zhuofan Zong; Bingqi Ma; Dazhong Shen; Guanglu Song; Hao Shao; Dongzhi Jiang; Hongsheng Li 001; Yu Liu 015 (NeurIPS, 2024)

MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? - Renrui Zhang; Dongzhi Jiang; Yichi Zhang; Haokun Lin; Ziyu Guo; Pengshuo Qiu; Aojun Zhou; Pan Lu; Kai-Wei Chang; Peng Gao 007; Hongsheng Li 001 (CoRR, 2024)

MAVIS: Mathematical Visual Instruction Tuning. - Renrui Zhang; Xinyu Wei; Dongzhi Jiang; Yichi Zhang; Ziyu Guo; Chengzhuo Tong; Jiaming Liu 003; Aojun Zhou; Bin Wei; Shanghang Zhang; Peng Gao 007; Hongsheng Li 001 (CoRR, 2024)

MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines. - Dongzhi Jiang; Renrui Zhang; Ziyu Guo; Yanmin Wu; Jiayi Lei; Pengshuo Qiu; Pan Lu; Zehui Chen; Guanglu Song; Peng Gao 007; Yu Liu 015; Chunyuan Li; et al. (CoRR, 2024)

EasyRef: Omni-Generalized Group Image Reference for Diffusion Models via Multimodal LLM. - Zhuofan Zong; Dongzhi Jiang; Bingqi Ma; Guanglu Song; Hao Shao; Dazhong Shen; Yu Liu 015; Hongsheng Li 001 (CoRR, 2024)

SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems. - Ziyu Guo; Renrui Zhang; Hao Chen 011; Jialin Gao; Dongzhi Jiang; Jiaze Wang; Pheng-Ann Heng (ACL (Findings), 2025)

MMSearch: Unveiling the Potential of Large Models as Multi-modal Search Engines. - Dongzhi Jiang; Renrui Zhang; Ziyu Guo; Yanmin Wu; Jiayi Lei; Pengshuo Qiu; Pan Lu; Zehui Chen; Guanglu Song; Peng Gao 007; Yu Liu 015; Chunyuan Li; et al. (ICLR, 2025)

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine. - Renrui Zhang; Xinyu Wei; Dongzhi Jiang; Ziyu Guo; Yichi Zhang; Chengzhuo Tong; Jiaming Liu 003; Aojun Zhou; Shanghang Zhang; Peng Gao 007; Hongsheng Li 001 (ICLR, 2025)

MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency. - Dongzhi Jiang; Renrui Zhang; Ziyu Guo; Yanwei Li; Yu Qi; Xinyan Chen; Liuhui Wang; Jianhan Jin; Claire Guo; Shen Yan; Bo Zhang 069; Chaoyou Fu; et al. (CoRR, 2025)

PiSA: A Self-Augmented Data Engine and Training Strategy for 3D Understanding with Large Models. - Zilu Guo; Hongbin Lin; Zhihao Yuan; Chaoda Zheng; Pengshuo Qiu; Dongzhi Jiang; Renrui Zhang; Chun-Mei Feng 001; Zhen Li 026 (CoRR, 2025)

SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems. - Ziyu Guo; Ray Zhang 002; Hao Chen 011; Jialin Gao; Dongzhi Jiang; Jiaze Wang; Pheng-Ann Heng (CoRR, 2025)

ADT: Tuning Diffusion Models with Adversarial Supervision. - Dazhong Shen; Guanglu Song; Yi Zhang 108; Bingqi Ma; Lujundong Li; Dongzhi Jiang; Zhuofan Zong; Yu Liu 015 (CoRR, 2025)

T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT. - Dongzhi Jiang; Ziyu Guo; Renrui Zhang; Zhuofan Zong; Hao Li 069; Le Zhuo; Shilin Yan; Pheng-Ann Heng; Hongsheng Li 001 (CoRR, 2025)

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning. - Xinyan Chen; Renrui Zhang; Dongzhi Jiang; Aojun Zhou; Shilin Yan; Weifeng Lin; Hongsheng Li 001 (CoRR, 2025)

Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation. - Junyan Ye; Dongzhi Jiang; Zihao Wang; Leqi Zhu; Zhenghao Hu; Zilong Huang; Jun He; Zhiyuan Yan; Jinghua Yu; Hongsheng Li 001; Conghui He; Weijia Li (CoRR, 2025)