I am currently a Research Engineer at Kuaishou Technology. I received my Ph.D. in Fluid Mechanics from Peking University in 2020, advised by Prof. Yue Yang, and my B.S. in Mechanics and Economics from Peking University in 2015.
Since joining Kuaishou in 2020, my work has focused on three directions: (1) agentic coding large language models (LLMs), (2) AIGC generative video processing large models, and (3) server-side pre-processing and on-device post-processing AI algorithms. My current research focuses on LLMs, particularly agentic coding. Previously, I worked on image/video restoration and image/video generation. I have published 10+ papers at top-tier venues including CVPR, ICML, ECCV, and AAAI.
自 2020 年加入快手以来，工作聚焦于三个方向：（1）Agentic Coding 大语言模型：主导 KAT-Coder-Pro V2 模型后训练，在 Artificial Analysis Coding Index 中位列全球第六、国产第一；（2）AIGC 生成式视频处理大模型：主导研发并上线基于扩散模型的生成式视频处理大模型，在兼顾保真度的同时，显著提升视频清晰度与纹理细节丰富度，取得显著用户时长增长收益；（3）服务端前处理与移动端后处理 AI 算法：研发上线服务端视频增强修复算法，覆盖去压缩、去模糊、超分等方向；研发上线移动端 NPU/GPU 后处理算法在画质与功耗之间取得有效平衡。
News
- 2026.05: One paper accepted by ICML 2026.
- 2026.03: KAT-Coder-Pro V2 released, ranked Top 10 on the Artificial Analysis Coding Index.
- 2026.02: Two papers accepted by CVPR 2026.
- 2025.05: One paper accepted by ICML 2025.
- 2025.01: One paper accepted by AAAI 2025.
- 2024.07: Two papers accepted by ECCV 2024.
- 2024.02: Two papers accepted by CVPR 2024.
- 2020.07: Joined Kuaishou Technology as a Research Engineer.
Publications
* denotes corresponding author; † denotes project leader.
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
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 
KAT-Coder-V2 Technical Report
Fengxiang Li, Han Zhang, Haoyang Huang, Jinghui Wang, Jinhua Hao, Kun Yuan, Mengtong Li, Minglei Zhang, Pengcheng Xu, Wenhao Zhuang, Yizhen Shao, Zongxian Feng, et al.
arXiv 2026
Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution
Hongbo Wang, Huaibo Huang, Pin Wang, Jinhua Hao†, Chao Zhou, Ran He
ICML 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
arXiv 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
CVPR 2026
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
CVPR 2026
Visual Autoregressive Modeling for Image Super-Resolution
Yunpeng Qu, Kun Yuan, Jinhua Hao, Kai Zhao, Qizhi Xie, Ming Sun, Chao Zhou
ICML 2025 
Plug-and-Play Tri-Branch Invertible Block for Image Rescaling
Jingwei Bao, Jinhua Hao*†, Pengcheng Xu, Ming Sun, Chao Zhou, Shuyuan Zhu
AAAI 2025
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
ECCV 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
CVPR 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
ECCV 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
CVPR 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
arXiv 2024
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. 2025
Magnetic knot cascade via the stepwise reconnection of helical flux tubes
Jinhua Hao, Yue Yang
J. Fluid Mech. 2021 
Tracking vortex surfaces frozen in the virtual velocity in non-ideal flows
Jinhua Hao, Shiying Xiong, Yue Yang
J. Fluid Mech. 2019
Competitions
🏆 2nd Place — NTIRE 2024 Challenge on Image Super-Resolution (×4): Methods and Results
Jinhua Hao*, Kai Zhao, Kun Yuan, Ming Sun, Chao Zhou
CVPR Workshop 2024
🏆 5th Place — NTIRE 2024 Challenge on Blind Enhancement of Compressed Image: Methods and Results
Qiao Mo, Jingwei Bao, Jinhua Hao*, Yukang Ding, Hantang Li, Ming Sun, Chao Zhou, Shuyuan Zhu
CVPR Workshop 2024
Projects
- 2026.03: Researched, developed, and launched agentic coding LLM, KAT-Coder V2, which ranked 6th globally and 1st among Chinese models on the Artificial Analysis Coding Index (as of March 31, 2026).
- 2025.08: Researched, developed, and launched a diffusion-based generative large video processing model, which significantly improves video clarity and texture details while preserving fidelity and delivers substantial gains in QoE.
- 2023.01: Researched, developed, and launched server-side pre-processing algorithms to intelligently reconstruct low-quality videos into high-definition outputs, improving user viewing experience and overall QoE.
- 2022.07: Researched, developed, and launched on-device post-processing algorithms optimized for mobile NPU/GPU chips, balancing model quality and power efficiency while enhancing video quality during playback.
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2021.12: Researched, developed, and launched video quality assessment algorithms for multi-dimensional perception, understanding, and evaluation of video quality.
- 2026.03: 研发上线大语言模型 KAT-Coder V2，在 Artificial Analysis Coding Index 中位列全球第六、国产第一（截至 2026.03.31）。
- 2025.08: 研发上线生成式视频处理大模型 LPM，提升视频清晰度并生成纹理细节，取得了带宽收益与用户时长的双重收益。
- 2023.01: 研发上线服务端前处理算法，对低质视频进行智能高清重塑，提升用户观看体验和大盘 QoE。
- 2022.07: 研发上线移动端后处理算法，提升用户播放视频清晰度，面向NPU/GPU 芯片优化算法，兼顾效果与功耗。
- 2021.12: 研发上线视频质量评估算法，实现对视频画质的多维度感知、理解和评估。
Honors
- 2024, 2026, 快手优秀项目奖（2次）, Kuaishou Outstanding Project Award (twice)
- 2023, 2024, 2025, 快手音视频个人荣誉奖（3次）, Kuaishou Audio & Video Outstanding Individual Award (three times)
- 2023, 快手洛子峰奖（2次）, Kuaishou Lhotse Award (twice)
- 2022, 2023, 快手乔戈里奖（2次）, Kuaishou Chogori Award (twice)
- 2020, 快手“快Star”特别技术人才计划 (Top 1%), Kuaishou “KuaiStar” Special Technical Talent Program (Top 1%)
- 2020, 北京大学优秀毕业生 (Top 1%), Peking University Outstanding Graduate (Top 1%)
- 2015, 2016, 2017, 2019, 北京大学校长奖学金 (Top 1%), Peking University President’s Scholarship (Top 1%)
Education
- 2015.09 - 2020.06, Ph.D. in Fluid Mechanics, Peking University, Beijing.
- 2011.09 - 2015.06, B.S. in Mechanics, Peking University, Beijing.