Publications

* denotes corresponding author; † denotes project leader.

arXiv 2026
WebCompass teaser

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

arXiv 2026
KAT-Coder-V2 teaser

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 paper WX

ICML 2026
Test-Time Scaling teaser

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

arXiv 2026
Test-Time Scaling teaser

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 paper

CVPR 2026
ShiftLUT teaser

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 paper Code

CVPR 2026
InstantViR teaser

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 paper Project

ICML 2025
VARSR teaser

Visual Autoregressive Modeling for Image Super-Resolution

Yunpeng Qu, Kun Yuan, Jinhua Hao, Kai Zhao, Qizhi Xie, Ming Sun, Chao Zhou

ICML 2025 paper Code WX

AAAI 2025
T-InvBlocks teaser

Plug-and-Play Tri-Branch Invertible Block for Image Rescaling

Jingwei Bao, Jinhua Hao*†, Pengcheng Xu, Ming Sun, Chao Zhou, Shuyuan Zhu

AAAI 2025 paper Code WX

ECCV 2024
OAPT teaser

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 paper Code

CVPR 2024
CPGA teaser

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 paper Code WX

ECCV 2024
XPSR teaser

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 paper Code WX

CVPR 2024
PTM-VQA teaser

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 paper

arXiv 2024
CasSR teaser

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 paper

J. Fluid Mech. 2025
Magnetic-vortical interactions teaser

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 DOI

J. Fluid Mech. 2021
Magnetic knot cascade teaser

Magnetic knot cascade via the stepwise reconnection of helical flux tubes

Jinhua Hao, Yue Yang

J. Fluid Mech. 2021 paper DOI PKU

J. Fluid Mech. 2019
Tracking vortex surfaces teaser

Tracking vortex surfaces frozen in the virtual velocity in non-ideal flows

Jinhua Hao, Shiying Xiong, Yue Yang

J. Fluid Mech. 2019 paper DOI PKU