From Pixels to Paths: A Multi-Agent Framework for Editable Scientific Illustration

• Jianwen Sun*, Fanrui Zhang*, Yukang Feng*, Chuanhao Li, Zizhen Li, Jiaxin Ai, Yifan Chang, Yu Dai, and Kaipeng Zhang+.
• [arXiv 2025] [paper]

Dialogue as Discovery: Navigating Human Intent Through Principled Inquiry

• Jianwen Sun*, Yukang Feng*, Yifan Chang*, Chuanhao Li, Zizhen Li, Jiaxin Ai, Fanrui Zhang, Yu Dai, and Kaipeng Zhang+.
• [arXiv 2025] [paper]

Multi-Step Reasoning for Embodied Question Answering via Tool Augmentation

• Mingliang Zhai*, Hansheng Liang*, Xiaomeng Fan*, Zhi Gao, Chuanhao Li, Che Sun, Xu Bin, Yuwei Wu, and Yunde Jia.
• [arXiv 2025] [paper]

MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

• Shilong Li*, Xingyuan Bu*+, …, Chuanhao Li, …, Ruizhe Ding, and Shilei Wen+.
• [arXiv 2025] [paper] [code] [dataset]

YUME: An Interactive World Generation Model

• Xiaofeng Mao, Shaoheng Lin, Zhen Li, Chuanhao Li, Wenshuo Peng, Tong He, Jiangmiao Pang, Mingmin Chi+, Yu Qiao, and Kaipeng Zhang+.
• [arXiv 2025] [paper] [homepage] [code]

IA-T2I: Internet-Augmented Text-to-Image Generation

• Chuanhao Li*, Jianwen Sun*, Yukang Feng*, Mingliang Zhai, Yifan Chang, and Kaipeng Zhang+.
• [arXiv 2025] [paper]

A High-Quality Dataset and Reliable Evaluation for Interleaved Image-Text Generation

• Yukang Feng*, Jianwen Sun*, Chuanhao Li, Zizhen Li, Jiaxin Ai, Fanrui Zhang, Yifan Chang, Sizhuo Zhou, Shenglin Zhang, Yu Dai, and Kaipeng Zhang+.
• [arXiv 2025] [paper]

ARMOR: Empowering Autoregressive Multimodal Understanding Model with Interleaved Multimodal Generation via Asymmetric Synergy

• Jianwen Sun*, Yukang Feng*, Chuanhao Li, Fanrui Zhang, Zizhen Li, Jiaxin Ai, Sizhuo Zhou, Pengfei Zhou, Yu Dai, Shenglin Zhang, and Kaipeng Zhang+.
• [arXiv 2025] [paper] [code]

SridBench: Benchmark of Scientific Research Illustration Drawing of Image Generation Model

• Yifan Chang*, Yukang Feng*, Jianwen Sun*, Jiaxin Ai, Chuanhao Li, S. Kevin Zhou, and Kaipeng Zhang+.
• [arXiv 2025] [paper]

Composition-Incremental Learning for Compositional Generalization

• Zhen Li, Yuwei Wu, Chenchen Jing, Che Sun+, Chuanhao Li+, and Yunde Jia.
• [AAAI 2026] [paper]

MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models

• Pengfei Zhou*, Fanrui Zhang*, Xiaopeng Peng*, Zhaopan Xu, Jiaxin Ai, Yansheng Qiu, Chuanhao Li, Zhen Li, Ming Li, Yukang Feng, Jianwen Sun, Haoquan Zhang, Zizhen Li, Xiaofeng Mao, Wangbo Zhao, Kai Wang, Xiaojun Chang, Wenqi Shao, Yang You+, and Kaipeng Zhang+.
• [AAAI 2026] [paper] [code]

Sekai: A Video Dataset towards World Exploration

• Zhen Li*, Chuanhao Li*+, …, Yuwei Wu+, Tong He, Jiangmiao Pang, Yu Qiao, Yunde Jia, and Kaipeng Zhang+.
• [NeurIPS 2025] [paper] [homepage] [dataset] [code]

InMind: Evaluating LLMs in Capturing and Applying Individual Human Reasoning Styles

• Zizhen Li, Chuanhao Li, Yibin Wang, Qi Chen, Diping Song, Yukang Feng, Jianwen Sun, Jiaxin Ai, Fanrui Zhang, Mingzhu Sun, and Kaipeng Zhang+.
• [EMNLP 2025] [Main Conference] [paper]

Multi-Sourced Compositional Generalization in Visual Question Answering

• Chuanhao Li*, Wenbo Ye*, Zhen Li, Yuwei Wu+, and Yunde Jia.
• [IJCAI 2025] [paper] [code]

GATE OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation

• Pengfei Zhou*, Xiaopeng Peng*, Jiajun Song, Chuanhao Li, Zhaopan Xu, Yue Yang, Ziyao Guo, Hao Zhang, Yuqi Lin, Yefei He, Lirui Zhao, Shuo Liu, Tianhua Li, Yuxuan Xie, Xiaojun Chang, Yu Qiao, Wenqi Shao, and Kaipeng Zhang+.
• [CVPR 2025] [Oral] (Top 3.3%) [paper] [code]

MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

• Fanqing Meng*, Jin Wang*, Chuanhao Li*, Quanfeng Lu, Hao Tian, Jiaqi Liao, Xizhou Zhu, Jifeng Dai, Yu Qiao, Ping Luo, Kaipeng Zhang+, and Wenqi Shao+.
• [ICLR 2025] [paper] [code]

Consistency of Compositional Generalization across Multiple Levels

• Chuanhao Li*, Zhen Li*, Chenchen Jing+, Xiaomeng Fan, Wenbo Ye, Yuwei Wu+, and Yunde Jia.
• [AAAI 2025] [paper] [code]

SearchLVLMs: A Plug-and-Play Framework for Augmenting Large Vision-Language Models by Searching Up-to-Date Internet Knowledge

• Chuanhao Li, Zhen Li, Chenchen Jing, Shuo Liu, Wenqi Shao, Yuwei Wu+, Ping Luo, Yu Qiao, and Kaipeng Zhang+.
• [NeurIPS 2024] [paper] [code]

ConvBench: A Multi-Turn Conversation Evaluation Benchmark with Hierarchical Capability for Large Vision-Language Models

• Shuo Liu, Kaining Ying, Hao Zhang, Yue Yang, Yuqi Lin, Tianle Zhang, Chuanhao Li, Yu Qiao, Ping Luo, Wenqi Shao+, and Kaipeng Zhang+.
• [NeurIPS 2024] [Spotlight] [paper] [code]

Compositional Substitutivity of Visual Reasoning for Visual Question Answering

• Chuanhao Li*, Zhen Li*, Chenchen Jing+, Yuwei Wu+, Mingliang Zhai, and Yunde Jia.
• [ECCV 2024] [paper] [code]

In-Context Compositional Generalization for Large Vision-Language Models

• Chuanhao Li, Chenchen Jing, Zhen Li, Mingliang Zhai, Yuwei Wu+, and Yunde Jia.
• [EMNLP 2024] [Main Conference] [paper]

Adversarial Sample Synthesis for Visual Question Answering

• Chuanhao Li, Chenchen Jing, Zhen Li, Yuwei Wu+, and Yunde Jia.
• [TOMM 2024] [paper]

Exploring the Effect of Primitives for Compositional Generalization in Vision-and-Language

• Chuanhao Li, Zhen Li, Chenchen Jing+, Yunde Jia, and Yuwei Wu+.
• [CVPR 2023] [paper] [code]

Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing

• Chenchen Jing, Yunde Jia, Yuwei Wu, Chuanhao Li, and Qi Wu.
• [AAAI 2022] [paper]