Publications

2026

  1. ICLR
    PICABench: How Far Are We from Physically Realistic Image Editing?
    Yuandong Pu ,  Le Zhuo ,  Songhao Han ,  Jinbo Xing ,  Kaiwen Zhu ,  Shuo Cao ,  Bin Fu ,  Si Liu ,  Hongsheng Li ,  Yu Qiao ,  Wenlong Zhang ,  Xi Chen ,  and  Yihao Liu
    In International Conference on Learning Representations , 2026
  2. AAAI oral
    SynWeather: Weather Observation Data Synthesis across Multiple Regions and Variables via a General Diffusion Transformer
    Kaiyi Xu ,  Junchao Gong ,  Zhiwang Zhou ,  Zhangrui Li ,  Yuandong Pu ,  Yihao Liu ,  Ben Fei ,  Fenghua Ling ,  Wenlong Zhang ,  and  Lei Bai
    In AAAI Conference on Artificial Intelligence , 2026
  3. ICLR
    Omni-Weather: Unified Multimodal Foundation Model for Weather Generation and Understanding
    Zhiwang Zhou ,  Yuandong Pu ,  Xuming He ,  Yidi Liu ,  Yixin Chen ,  Junchao Gong ,  Xiang Zhuang ,  Wanghan Xu ,  Qinglong Cao ,  Shixiang Tang ,  Yihao Liu ,  Wenlong Zhang ,  and  Lei Bai
    In International Conference on Learning Representations , 2026
  4. CVPR
    FinPercep-RM: A Fine-grained Reward Model and Co-evolutionary Curriculum for RL-based Real-world Super-Resolution
    Yidi Liu ,  Zihao Fan ,  Jie Huang ,  Jie Xiao ,  Dong Li ,  Wenlong Zhang ,  Lei Bai ,  Xueyang Fu ,  and  Zheng-Jun Zha
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition , 2026
  5. arXiv
    SciDataCopilot: An Agentic Data Preparation Framework for AGI-driven Scientific Discovery
    Jiyong Rao ,  Yicheng Qiu ,  Jiahui Zhang ,  Juntao Deng ,  Shangquan Sun ,  Fenghua Ling ,  Hao Chen ,  Nanqing Dong ,  Zhangyang Gao ,  Siqi Sun ,  Yuqiang Li ,  Dongzhan Zhou ,  Guangyu Wang ,  Lijun Wu ,  Conghui He , and 17 more authors
    In arXiv , 2026
  6. arXiv
    InternAgent-1.5: A Unified Agentic Framework for Long-Horizon Autonomous Scientific Discovery
    Shiyang Feng ,  Runmin Ma ,  Xiangchao Yan ,  Yue Fan ,  Yusong Hu ,  Songtao Huang ,  Shuaiyu Zhang ,  Zongsheng Cao ,  Tianshuo Peng ,  Jiakang Yuan ,  Zijie Guo ,  Zhijie Zhong ,  Shangheng Du ,  Weida Wang ,  Jinxin Shi , and 41 more authors
    In arXiv , 2026

2025

  1. SCIS
    Large multimodal models evaluation: a survey
    Zicheng Zhang ,  Junying Wang ,  Farong Wen ,  Yijin Guo ,  Xiangyu Zhao ,  Xinyu Fang ,  Shengyuan Ding ,  Ziheng Jia ,  Jiahao Xiao ,  Ye Shen ,  Yushuo Zheng ,  Xiaorong Zhu ,  Yalun Wu ,  Ziheng Jiao ,  Wei Sun , and 34 more authors
    In Science China Information Sciences , 2025
  2. TCSVT
    SynCast: Synergizing Contradictions in Precipitation Nowcasting via Diffusion Sequential Preference Optimization
    Kaiyi Xu ,  Junchao Gong ,  Wenlong Zhang ,  Ben Fei ,  Lei Bai ,  and  Wanli Ouyang
    In IEEE Transactions on Circuits and Systems for Video Technology , 2025
  3. arXiv
    Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
    Wanghan Xu ,  Yuhao Zhou ,  Yifan Zhou ,  Qinglong Cao ,  Shuo Li ,  Jia Bu ,  Bo Liu ,  Yixin Chen ,  Xuming He ,  Xiangyu Zhao ,  Xiang Zhuang ,  Fengxiang Wang ,  Zhiwang Zhou ,  Qiantai Feng ,  Wenxuan Huang , and 92 more authors
    In arXiv , 2025
  4. arXiv
    EWE: An Agentic Framework for Extreme Weather Analysis
    Zhe Jiang ,  Jiong Wang ,  Xiaoyu Yue ,  Zijie Guo ,  Wenlong Zhang ,  Fenghua Ling ,  Wanli Ouyang ,  and  Lei Bai
    In arXiv , 2025
  5. arXiv
    ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning
    Hongwei Liu ,  Junnan Liu ,  Shudong Liu ,  Haodong Duan ,  Yuqiang Li ,  Mao Su ,  Xiaohong Liu ,  Guangtao Zhai ,  Xinyu Fang ,  Qianhong Ma ,  Taolin Zhang ,  Zihan Ma ,  Yufeng Zhao ,  Peiheng Zhou ,  Linchen Xiao , and 21 more authors
    In arXiv , 2025
  6. arXiv
    LO-SDA: Latent Optimization for Score-based Atmospheric Data Assimilation
    Jing-An Sun ,  Hang Fan ,  Junchao Gong ,  Ben Fei ,  Kun Chen ,  Fenghua Ling ,  Wenlong Zhang ,  Wanghan Xu ,  Li Yan ,  Pierre Gentine ,  and  Lei Bai
    In arXiv , 2025
  7. arXiv
    UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
    Shuo Cao ,  Jiayang Li ,  Xiaohui Li ,  Yuandong Pu ,  Kaiwen Zhu ,  Yuanting Gao ,  Siqi Luo ,  Yi Xin ,  Qi Qin ,  Yu Zhou ,  Xiangyu Chen ,  Wenlong Zhang ,  Bin Fu ,  Yu Qiao ,  and  Yihao Liu
    In arXiv , 2025
  8. arXiv
    SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence
    Yiheng Wang ,  Yixin Chen ,  Shuo Li ,  Yifan Zhou ,  Bo Liu ,  Hengjian Gao ,  Jiakang Yuan ,  Jia Bu ,  Wanghan Xu ,  Yuhao Zhou ,  Xiangyu Zhao ,  Zhiwang Zhou ,  Fengxiang Wang ,  Haodong Duan ,  Songyang Zhang , and 21 more authors
    In arXiv , 2025
  9. arXiv
    FlowSearch: Advancing deep research with dynamic structured knowledge flow
    Yusong Hu ,  Runmin Ma ,  Yue Fan ,  Jinxin Shi ,  Zongsheng Cao ,  Yuhao Zhou ,  Jiakang Yuan ,  Xiangchao Yan ,  Wenlong Zhang ,  Lei Bai ,  and  Bo Zhang
    In arXiv , 2025
  10. arXiv
    SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines
    Yizhou Wang ,  Chen Tang ,  Han Deng ,  Jiabei Xiao ,  Jiaqi Liu ,  Jianyu Wu ,  Jun Yao ,  Pengze Li ,  Encheng Su ,  Lintao Wang ,  Guohang Zhuang ,  Yuchen Ren ,  Ben Fei ,  Ming Hu ,  Xin Chen , and 17 more authors
    In arXiv , 2025
  11. arXiv
    Earth-Agent: Unlocking the Full Landscape of Earth Observation with Agents
    Peilin Feng ,  Zhutao Lv ,  Junyan Ye ,  Xiaolei Wang ,  Xinjie Huo ,  Jinhua Yu ,  Wanghan Xu ,  Wenlong Zhang ,  Lei Bai ,  Conghui He ,  and  Weijia Li
    In arXiv , 2025
  12. arXiv
    Eigen-1: Adaptive Multi-Agent Refinement with Monitor-Based RAG for Scientific Reasoning
    Xiangru Tang ,  Wanghan Xu ,  Yujie Wang ,  Zijie Guo ,  Daniel Shao ,  Jiapeng Chen ,  Cixuan Zhang ,  Ziyi Wang ,  Lixin Zhang ,  Guancheng Wan ,  Wenlong Zhang ,  Lei Bai ,  Zhenfei Yin ,  Philip Torr ,  Hanrui Wang , and 1 more author
    In arXiv , 2025
  13. arXiv
    A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers
    Ming Hu ,  Chenglong Ma ,  xx ,  Wenlong Zhang ,  Jin Ye ,  Jianfei Cai ,  Wanli Ouyang ,  Yu Qiao ,  Zongyuan Ge ,  Shixiang Tang ,  Junjun He ,  Chunfeng Song ,  Lei Bai ,  and  Bowen Zhou
    In arXiv , 2025
  14. arXiv
    Intern-s1: A scientific multimodal foundation model
    Intern—S1 Team
    In arXiv , 2025
  15. arXiv
    VeriGUI: Verifiable Long-Chain GUI Dataset
    Shunyu Liu ,  Minghao Liu ,  Huichi Zhou ,  Zhenyu Cui ,  Yang Zhou ,  Yuhao Zhou ,  Wendong Fan ,  Ge Zhang ,  Jiajun Shi ,  Weihao Xuan ,  Jiaxing Huang ,  Shuang Luo ,  Fang Wu ,  Heli Qi ,  Qingcheng Zeng , and 17 more authors
    In arXiv , 2025
  16. arXiv
  17. arXiv
    Exploring Scalable Unified Modeling for General Low-Level Vision
    Xiangyu Chen ,  Kaiwen Zhu ,  Yuandong Pu ,  Shuo Cao ,  Xiaohui Li ,  Wenlong Zhang ,  Yihao Liu ,  Yu Qiao ,  Jiantao Zhou ,  and  Chao Dong
    In arXiv , 2025
  18. arXiv
    PhysUniBench: An Undergraduate-Level Physics Reasoning Benchmark for Multimodal Models
    Lintao Wang ,  Encheng Su ,  Jiaqi Liu ,  Pengze Li ,  Peng Xia ,  Jiabei Xiao ,  Wenlong Zhang ,  Xinnan Dai ,  Xi Chen ,  Yuan Meng ,  Mingyu Ding ,  Lei Bai ,  Wanli Ouyang ,  Shixiang Tang ,  Aoran Wang , and 1 more author
    In arXiv , 2025
  19. arXiv
    Manalyzer: End-to-end Automated Meta-analysis with Multi-agent System
    Wanghan Xu ,  Wenlong Zhang ,  Fenghua Ling ,  Ben Fei ,  Yusong Hu ,  Fangxuan Ren ,  Jintai Lin ,  Wanli Ouyang ,  and  Lei Bai
    In arXiv , 2025
  20. arXiv
    Lumina-omnilv: A unified multimodal framework for general low-level vision
    Yuandong Pu ,  Le Zhuo ,  Kaiwen Zhu ,  Liangbin Xie ,  Wenlong Zhang ,  Xiangyu Chen ,  Peng Gao ,  Yu Qiao ,  Chao Dong ,  and  Yihao Liu
    In arXiv , 2025
  21. arXiv
    OmniEarth-Bench: Towards Holistic Evaluation of Earth’s Six Spheres and Cross-Spheres Interactions with Multimodal Observational Earth Data
    Fengxiang Wang ,  Mingshuo Chen ,  Xuming He ,  YiFan Zhang ,  Feng Liu ,  Zijie Guo ,  Zhenghao Hu ,  Jiong Wang ,  Jingyi Xu ,  Zhangrui Li ,  Fenghua Ling ,  Ben Fei ,  Weijia Li ,  Long Lan ,  Wenjing Yang , and 2 more authors
    In arXiv , 2025
  22. arXiv
    MSEarth: A Benchmark for Multimodal Scientific Comprehension of Earth Science
    Xiangyu Zhao ,  Wanghan Xu ,  Bo Liu ,  Yuhao Zhou ,  Fenghua Ling ,  Ben Fei ,  Xiaoyu Yue ,  Lei Bai ,  Wenlong Zhang ,  and  Xiao-Ming Wu
    In arXiv , 2025
  23. arXiv
    EarthSE: A Benchmark Evaluating Earth Scientific Exploration Capability for Large Language Models
    Wanghan Xu ,  Xiangyu Zhao ,  Yuhao Zhou ,  Xiaoyu Yue ,  Ben Fei ,  Fenghua Ling ,  Wenlong Zhang ,  and  Lei Bai
    In arXiv , 2025
  24. arXiv
    Exploring Representation-Aligned Latent Space for Better Generation
    Wanghan Xu ,  Xiaoyu Yue ,  Zidong Wang ,  Yao Teng ,  Wenlong Zhang ,  Xihui Liu ,  Luping Zhou ,  Wanli Ouyang ,  and  Lei Bai
    In arXiv , 2025
  25. NeurIPS
    RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts
    Xuming He ,  Zhiyuan You ,  Junchao Gong ,  Couhua Liu ,  Xiaoyu Yue ,  Peiqin Zhuang ,  Wenlong Zhang ,  and  Lei Bai
    In Advances in Neural Information Processing Systems , 2025
  26. NeurIPS
    DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
    Junchao Gong ,  Jingyi Xu ,  Ben Fei ,  Fenghua Ling ,  Wenlong Zhang ,  Kun Chen ,  Wanghan Xu ,  Weidong Yang ,  Xiaokang Yang ,  and  LEI BAI
    In Advances in Neural Information Processing Systems , 2025
  27. NeurIPS
    Latent Harmony: Synergistic Unified UHD Image Restoration via Latent Space Regularization and Controllable Refinement
    Yidi Liu ,  Xueyang Fu ,  Jie Huang ,  Jie Xiao ,  Dong Li ,  Wenlong Zhang ,  LEI BAI ,  and  Zheng-Jun Zha
    In Advances in Neural Information Processing Systems , 2025
  28. NeurIPS
    Scientists’ First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning
    Yuhao Zhou ,  Yiheng Wang ,  Xuming He ,  Ruoyao Xiao ,  Zhiwei Li ,  Qiantai Feng ,  Zijie Guo ,  Yuejin Yang ,  Hao Wu ,  Wenxuan Huang ,  Jiaqi Wei ,  Dan Si ,  Xiuqi Yao ,  Jia Bu ,  Haiwen Huang , and 12 more authors
    In Advances in Neural Information Processing Systems , 2025
  29. NeurIPS
    Understand Before You Generate: Self-Guided Training for Autoregressive Image Generation
    Xiaoyu Yue ,  Zidong Wang ,  Yuqing Wang ,  Wenlong Zhang ,  Xihui Liu ,  Wanli Ouyang ,  Lei Bai ,  and  Luping Zhou
    In Advances in Neural Information Processing Systems , 2025
  30. NeurIPS
    Align-DA: Align Score-based Atmospheric Data Assimilation with Multiple Preferences
    Jing-An Sun ,  Hang Fan ,  Junchao Gong ,  Ben Fei ,  Kun Chen ,  Fenghua Ling ,  Wenlong Zhang ,  Wanghan Xu ,  Li Yan ,  Pierre Gentine ,  and  Lei Bai
    In Advances in Neural Information Processing Systems , 2025
  31. ICCV
    Decouple to Reconstruct: High Quality UHD Restoration via Active Feature Disentanglement and Reversible Fusion
    Yidi Liu ,  Dong Li ,  Yuxin Ma ,  Jie Huang ,  Wenlong Zhang ,  Xueyang Fu ,  and  Zheng-jun Zha
    In Accepted to IEEE/CVF International Conference on Computer Vision , 2025
  32. CEE
    The operational medium-range deterministic weather forecasting can be extended beyond a 10-day lead time
    Kang Chen ,  Tao Han ,  Fenghua Ling ,  Junchao Gong ,  Lei Bai ,  Xinyu Wang ,  Jing-Jia Luo ,  Ben Fei ,  Wenlong Zhang ,  Xi Chen ,  Leiming Ma ,  Tianning Zhang ,  Rui Su ,  Yuanzheng Ci ,  Bin Li , and 2 more authors
    In Communications Earth & Environment , 2025
  33. ICLR
    WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning
    Xiangyu Zhao ,  Zhiwang Zhou ,  Wenlong Zhang* ,  Yihao Liu ,  Xiangyu Chen ,  Junchao Gong ,  Hao Chen ,  Ben Fei ,  Shiqi Chen ,  Xiao-Ming Wu Wanli Ouyang ,  and  Lei Bai
    In International Conference on Learning Representations , 2025
  34. ICLR
    Postcast: Generalizable postprocessing for precipitation nowcasting via unsupervised blurriness modeling
    Junchao Gong ,  Siwei Tu ,  Weidong Yang ,  Ben Fei ,  Kun Chen ,  Wenlong Zhang ,  Xiaokang Yang ,  Wanli Ouyang ,  and  Lei Bai
    In International Conference on Learning Representations , 2025
  35. ICASSP
    DiffSR: Learning Radar Reflectivity Synthesis via Diffusion Model from Satellite Observations
    Xuming He ,  Zhiwang Zhou ,  Wenlong Zhang* ,  Xiangyu Zhao ,  Hao Chen ,  Shiqi Chen ,  and  Lei Bai
    In International Conference on Acoustics, Speech, and Signal Processing , 2025

2024

  1. CoLM
    Understanding Layer Significance in LLM Alignment
    Guangyuan Shi ,  Zexin Lu ,  Xiaoyu Dong ,  Wenlong Zhang ,  Xuanyu Zhang ,  Yujie Feng ,  and  Xiao-Ming Wu
    In Conference on Language Modeling , 2024
  2. arXiv
    A Preliminary Exploration Towards General Image Restoration
    Xiangtao Kong ,  Jinjin Gu ,  Yihao Liu ,  Wenlong Zhang ,  Xiangyu Chen ,  Yu Qiao ,  and  Chao Dong
    In arXiv , 2024
  3. EMNLP
    UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and Generation
    Xiangyu Zhao ,  Yuehan Zhang ,  Wenlong Zhang ,  and  Xiao-Ming Wu
    In Empirical Methods in Natural Language Processing , 2024
  4. MM
    Learning A Low-Level Vision Generalist via Visual Task Prompt
    Xiangyu Chen ,  Yihao Liu ,  Yuandong Pu ,  Wenlong Zhang ,  Jiantao Zhou ,  Yu Qiao ,  and  Chao Dong
    In ACM Multimedia , 2024
  5. ECCV
    GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity
    Shuo Cao ,  Yihao Liu ,  Wenlong Zhang ,  Yu Qiao ,  and  Chao Dong
    In European Conference on Computer Vision(ECCV) , 2024
  6. NeurIPS
    Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling
    Wanghan Xu ,  Fenghua Ling ,  Wenlong Zhang ,  Tao Han ,  Hao Chen ,  Wanli Ouyang ,  and  Lei Bai
    In Advances in Neural Information Processing Systems , 2024
  7. ICLR Spotlight
    SEAL: A Framework for Systematic Evaluation of Real-World Super-Resolution
    Wenlong Zhang ,  Xiaohui Li ,  Xiangyu Chen ,  Yu Qiao ,  Xiao-Ming Wu ,  and  Chao Dong
    In International Conference on Learning Representations (ICLR Spotlight) , 2024

2023

  1. arXiv
    HAT: Hybrid Attention Transformer for Image Restoration
    Xiangyu Chen ,  Xintao Wang ,  Wenlong Zhang ,  Xiangtao Kong ,  Yu Qiao ,  Jiantao Zhou ,  and  Chao Dong
    In arXiv preprint , 2023
  2. NeurIPS
    Real-World Image Super-Resolution as Multi-Task Learning
    Wenlong Zhang ,  Xiaohui Li ,  Guangyuan Shi ,  Xiangyu Chen ,  Yu Qiao ,  Xiaoyun Zhang ,  Xiao-Ming Wu ,  and  Chao Dong
    In Advances in Neural Information Processing Systems (NeurIPS) , 2023
  3. ICLR
    Recon: Reducing Conflicting Gradients From the Root For Multi-Task Learning
    Guangyuan Shi ,  Qimai Li ,  Wenlong Zhang ,  Jiaxin Chen ,  and  Xiao-Ming Wu
    In The Eleventh International Conference on Learning Representations (ICLR) , 2023
  4. TGRS
    Spatial Resolution Matching of Microwave Radiometer Measurements Using Iterative Deconvolution with Close Loop Priors (ICLP)
    Zhiyu Yao ,  Weidong Hu ,  Zhiyan Feng ,  Wenlong Zhang ,  Yang Liu ,  Zhihao Xu ,  and  Leo P Ligthart
    In IEEE Transactions on Geoscience and Remote Sensing , 2023

2022

  1. CVPRw oral
    A Closer Look at Blind Super-Resolution: Degradation Models, Baselines, and Performance Upper Bounds
    Wenlong Zhang ,  Guangyuan Shi ,  Yihao Liu ,  Chao Dong ,  and  Xiao-Ming Wu
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops , Jun 2022

2021

  1. T-PAMI
    Ranksrgan: Generative adversarial networks with ranker for image super-resolution
    Wenlong Zhang ,  Yihao Liu ,  Chao Dong ,  and  Yu Qiao
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Jun 2021
  2. NeurIPS spotlight
    Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima
    Guangyuan Shi ,  Jiaxin Chen ,  Wenlong Zhang ,  Li-Ming Zhan ,  and  Xiao-Ming Wu
    Advances in Neural Information Processing Systems, Jun 2021

2020

  1. Sensors
    Radar Cross Section Near-Field to Far-Field Prediction for Isotropic-Point Scattering Target Based on Regression Estimation
    Yang Liu ,  Weidong Hu ,  Wenlong Zhang ,  Jianhang Sun ,  Baige Xing ,  and  Leo Ligthart
    Sensors, Jun 2020

2019

  1. ICCV oral
    Ranksrgan: Generative adversarial networks with ranker for image super-resolution
    Wenlong Zhang ,  Yihao Liu ,  Chao Dong ,  and  Yu Qiao
    In Proceedings of the IEEE/CVF International Conference on Computer Vision , Jun 2019
  2. Remote Sensing
    Spatial resolution enhancement of satellite microwave radiometer data with deep residual convolutional neural network
    Weidong Hu ,  Yade Li ,  Wenlong Zhang ,  Shi Chen ,  Xin Lv ,  and  Leo Ligthart
    Remote Sensing, Jun 2019
  3. Remote Sensing
    Spatial resolution matching of microwave radiometer data with convolutional neural network
    Yade Li ,  Weidong Hu ,  Shi Chen ,  Wenlong Zhang ,  Rui Guo ,  Jingwen He ,  and  Leo Ligthart
    Remote Sensing, Jun 2019

2018

  1. Remote Sensing
    A deconvolution technology of microwave radiometer data using convolutional neural networks
    Weidong Hu ,  Wenlong Zhang ,  Shi Chen ,  Xin Lv ,  Dawei An ,  and  Leo Ligthart
    Remote Sensing, Jun 2018