Publications

* denotes corresponding author; † denotes project leader.

arXiv 2026

No Time Like the Present: Agentic Test-Time Training for LLM Agents

Yanbo Wang, Jinhua Hao^*, Yuze Shi, Kun Yuan, Ming Sun

arXiv 2026 Paper

arXiv 2026

MMG2Skill: Can Agents Distill In-the-Wild Guides into Self-Evolving Skills?

Xinyu Che, Junqi Xiong, Yunfei Ge, Xinping Lei, Shihao Li, Hang Yan, Han Li, Yuanxing Zhang, Zhiqi Bai, Jinhua Hao, Ming Sun, Han Li, Jiaheng Liu

arXiv 2026 Paper

arXiv 2026

WebCompass: Towards Multimodal Web Coding Evaluation for Code Language Models

Xinping Lei, Xinyu Che, Junqi Xiong, Chenchen Zhang, Yukai Huang, Chenyu Zhou, Haoyang Huang, Minghao Liu, Letian Zhu, Hongyi Ye, Jinhua Hao, et al.

arXiv 2026 Paper Code

• ICML 2026 Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution, Hongbo Wang, Huaibo Huang, Pin Wang, Jinhua Hao^†, Chao Zhou, Ran He Code
• ECCV 2026 Tuning Real-World Image Restoration at Inference: A Test-Time Scaling Paradigm for Flow Matching Models, Purui Bai, Junxian Duan, Pin Wang, Jinhua Hao^†, Ming Sun, Chao Zhou, Huaibo Huang
• CVPR 2026 ShiftLUT: Spatial Shift Enhanced Look-Up Tables for Efficient Image Restoration, Xiaolong Zeng, Yitong Yu, Shiyao Xiong, Jinhua Hao, Ming Sun, Chao Zhou, Bin Wang Code
• CVPR 2026 Highlight InstantViR: Real-Time Video Inverse Problem Solver with Distilled Diffusion Prior, Weimin Bai, Suzhe Xu, Yiwei Ren, Jinhua Hao, Ming Sun, Wenzheng Chen, He Sun Project
• ICML 2025 Visual Autoregressive Modeling for Image Super-Resolution, Yunpeng Qu, Kun Yuan, Jinhua Hao, Kai Zhao, Qizhi Xie, Ming Sun, Chao Zhou Code Post
• AAAI 2025 Plug-and-Play Tri-Branch Invertible Block for Image Rescaling, Jingwei Bao, Jinhua Hao^*†, Pengcheng Xu, Ming Sun, Chao Zhou, Shuyuan Zhu Code Post
• ECCV 2024 OAPT: Offset-Aware Partition Transformer for Double JPEG Artifacts Removal, Qiao Mo, Yukang Ding, Jinhua Hao^*†, Qiang Zhu, Ming Sun, Chao Zhou, Feiyu Chen, Shuyuan Zhu Code
• CVPR 2024 CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement, Qiang Zhu, Jinhua Hao^†, Yukang Ding, Yu Liu, Qiao Mo, Ming Sun, Chao Zhou, Shuyuan Zhu Code Post
• ECCV 2024 XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution, Yunpeng Qu, Kun Yuan, Kai Zhao, Qizhi Xie, Jinhua Hao, Ming Sun, Chao Zhou Code Post
• CVPR 2024 PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild, Kun Yuan, Hongbo Liu, Mading Li, Muyi Sun, Ming Sun, Jiachao Gong, Jinhua Hao, Chao Zhou, Yansong Tang
• arXiv 2024 CasSR: Activating Image Power for Real-World Image Super-Resolution, Haolan Chen, Jinhua Hao^†, Kai Zhao, Kun Yuan, Ming Sun, Chao Zhou, Wei Hu
• J. Fluid Mech. Effects of magnetic–vortical interactions on magnetic splitting, Linlin Kang, Yanru Wang, Zhongzheng Jiang, Jinhua Hao, Shiying Xiong, Dixia Fan, Weicheng Cui
• J. Fluid Mech. Magnetic knot cascade via the stepwise reconnection of helical flux tubes, Jinhua Hao, Yue Yang PKU News
• J. Fluid Mech. Tracking vortex surfaces frozen in the virtual velocity in non-ideal flows, Jinhua Hao, Shiying Xiong, Yue Yang PKU News