Wenlong Zhang

prof_pic.jpg

Young Researcher of AI for Science Center, Shanghai AI Laboratory
zhangwenlong@pjlab.org.cn
Google scholar | Github | Researchgate

I am a Young Researcher of Shanghai AI Laboratory, working with Prof. Wanli Ouyang and Prof. Lei Bai. Before that, I got the PhD degree from Hong Kong Polytechnic University, working with Prof. Xiao-Ming Wu. I also interned at XPixel group in Shanghai AI Laboratory and SIAT-CAS, working with Prof. Chao Dong and Prof. Yu Qiao. In 2018, I got the Master degree from the Beijing Institute of Technology, supervised by Prof. Weidong Hu.

Currently, I lead a team engaged in scientific discovery evaluation and open-source platforms. We have launched the SciPrismax project. Recently, my primary areas of focus include:

  • Large-scale scientific alignment and evaluation: How do we define, evaluate, and align the knowledge of scientists with large models and agents in scientific discovery?
  • Post-training and reward modeling: How do we enhance multimodal understanding and reasoning with scientific preferences through reward modeling?
  • Scientific foundation model: How do we formulate understanding, generation, and reasoning into a unified model for scientific discovery?

Recent Research Highlights:

If you are interested in the above research topics and would like to join us with Young Researcher, Research Intern or Joint Training Ph.D. Project at Shanghai AI Laboratory, feel free to drop me an email zhangwenlong@pjlab.org.cn. Students with good foundations in AI and science background are appreciated.

news

Sep 19, 2025 Six papers were accepted by NeurIPS.
Jun 12, 2025 We have released the large-scale multimodal scientific benchmark for scientific discovery scenarios, Scientists’ First Exam. Welcome to download and try it on Hugging Face. One papers were accepted by ICCV.
Nov 08, 2024 Two papers were accepted by ICLR2025. Our WeatherGFM is the first generalist weather foundation model that can flexibly handle more than 10 weather understanding tasks. It outperforms ECMWF Integrated Forecasting System (IFS) forecast results.
Nov 07, 2024 One papers were accepted by ICASSP2025. We propose the first diffusion-based method, DiffSR, to synthesize weather radar data from meteorological satellite data.
Aug 21, 2024 One papers were accepted by EMNLP2024. One papers were accepted by NeurIPS.
Jul 04, 2024 One papers were accepted by ECCV. One papers were accepted by ACM MM.
Sep 22, 2023 One papers were accepted by NeurIPS. One papers were accepted by ICLR and was selected for an Spotlight presentation in December.
Nov 20, 2022 One papers were accepted by ICLR. One papers were accepted by CVPR workshop.
Jul 20, 2021 One papers were accepted by T-PAMI. One papers were accepted by NeurIPS.
May 20, 2019 One papers were accepted by ICCV and was selected for an oral presentation.

selected publications

  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. 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
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. arXiv
    Intern-s1: A scientific multimodal foundation model
    Intern—S1 Team
    In arXiv , 2025
  21. 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
  22. arXiv
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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
  35. 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
  36. 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
  37. 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
  38. 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
  39. 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
  40. 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
  41. 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
  42. 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
  43. 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
  44. 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
  45. 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
  46. 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
  47. 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
  48. 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
  49. 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
  50. 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
  51. 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
  52. 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
  53. 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 , 2019
  54. 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, 2021
  55. 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, 2021
  56. 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