Yuan Sun

Yuan Sun

Yuan Sun (孙元) will be a Postdoctoral Research Fellow at the National Key Laboratory of Fundamental Algorithms and Models for Engineering Numerical Simulation, Sichuan University, and work with Prof. Xiaogang Deng. In June 2025, he will receive his Ph.D. degree from Sichuan University, advised by Prof. Dezhong Peng and Prof. Peng Hu. His research interests mainly focus on Hashing Learning and Noisy Correspondence. Recently, he has been conducting research related to Multi-modal Learning and AI for PDEs.

  • Multi-modal Learning: It investigates multimodal fusion mechanisms or cross-modal representation learning paradigm to enable coherent integration of heterogeneous data sources for clustering, classification, and retrieval tasks.
  • AI for PDEs: It utilizes Physics-Informed Neural Networks (PINNs) to solve forward and inverse PDE problems as well as their applications, such as nuclear reactor thermal hydraulics.

If you are interested in collaborating with me or want to have a chat, always feel free to contact me through Email.

🔥 News

  • [Publications]: May. 1, 2025, four papers were accepted by ICML 2025! Congrats to Siyuan, Wenyuan, Ruitao, Honglin, and coauthors! One paper was accepted as Spotlight (accept rate=2.6%)! 🎉
  • [Publications]: Apr. 29, 2025, two papers were accepted by IJCAI 2025! Congrats to Xuyang, Deyin, and coauthors! 🎉
  • [Publications]: Apr. 5, 2025, one paper was accepted by Neural Networks! Congrats to Xingfeng and coauthors! 🎉
  • [Publications]: Feb. 27, 2025, two papers were accepted by IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2025)! Congrats to Siyuan and coauthors! One paper was accepted as Highlight (accept rate=13.5%)! 🎉
  • [Services]: Feb. 5, 2025, I have been invited to be an Area Chair（AC) for the ACL 2025. 🎉
  • [Publications]: Jan. 3, 2025, one paper was accepted by IEEE Transactions on Image Processing (TIP)! Congrats to Honglin (Master)! 🎉
  • [Publications]: Dec. 10, 2024, four papers were accepted by AAAI 2025! Congrats to Ruitao (Master), Shilin (Master), and coauthors! 🎉
  • [Services]: Nov. 29, 2024, I have been invited to be a Senior Program Committee（SPC) for the IJCAI 2025. 🎉
  • [Publications]: Jul. 16, 2024, three papers were accepted by ACM Multimedia (ACM MM 2024)! Congrats to Honglin (Master), Longan (Undergrad), and coauthors! 🎉
  • [Publications]: Jun. 23, 2024, one paper was accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE)! 🎉
  • [Publications]: Apr. 20, 2024, one paper was accepted by IEEE Transactions on Multimedia (TMM)! 🎉
  • [Publications]: Apr. 17, 2024, one paper was accepted by IJCAI 2024. Congrats to Kaiming (Master) and coauthors! 🎉
  • [Publications]: Jan. 3, 2024, one paper was accepted by IEEE Transactions on Intelligent Transportation Systems (TITS). 🎉
  • [Publications]: Sep. 22, 2023, one paper was accepted by AAAI 2024. 🎉
  • [Publications]: Sep. 12, 2023, one paper was accepted by Expert Systems With Applications (ESWA)! 🎉
  • [Publications]: Jul. 26, 2023, one paper was accepted by ACM Multimedia (ACM MM 2023)! 🎉
  • [Services]: Jul. 28, 2023, I have been invited to be a PC member for AAAI 2024. 🎉
  • [Publications]: Apr. 26, 2023, one paper was accepted by IEEE Transactions on Multimedia (TMM)! 🎉
  • [Publications]: Feb. 14, 2023, one paper was accepted by IEEE Transactions on Image Processing (TIP)! 🎉
  • [Publications]: Jun. 30, 2022, two papers were accepted by ACM Multimedia (ACM MM 2022)! 🎉

📝 Selected Publications [Full List]

(# denotes the corresponding author)

2025

  • Siyuan Duan, Wenyuan Wu, Peng Hu, Zhenwen Ren, Dezhong Peng, and Yuan Sun#, CoPINN: Cognitive Physics-informed Neural Network, ICML 2025 (CCF-A类), (Spotlight, acc rate=2.6%).
  • Ruitao Pu, Yang Qin, Xiaomin Song, Dezhong Peng, Zhenwen Ren, Yuan Sun#, SHE: Streaming-media Hashing Retrieval, ICML 2025 (CCF-A类).
  • Honglin Yuan, Xingfeng Li, Jian Dai, Xiaojian You, Yuan Sun#, Zhenwen Ren#, Deep Streaming View Clustering, ICML 2025 (CCF-A类).
  • Xuyang Wang, Siyuan Duan, Qizhi Li, Guiduo Duan, Yuan Sun#, Dezhong Peng#, Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks, IJCAI 2025 (CCF-A类).
  • Deyin Zhuang, Jian Dai, Xingfeng Li, Xi Wu, Yuan Sun#, Zhenwen Ren#, Robust Graph Contrastive Learning for Incomplete Multi-view Clustering, IJCAI 2025 (CCF-A类).
  • Yuan Sun, Yongxiang Li, Zhenwen Ren, Guiduo Duan, Dezhong Peng, Peng Hu, ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence, CVPR 2025 (CCF-A类).
  • Honglin Yuan, Yuan Sun#, Fei Zhou, Jing Wen, Shihua Yuan, Xiaojian You, Zhenwen Ren#, Prototype Matching Learning for Incomplete Multi-view Clustering, IEEE Transactions on Image Processing (TIP) (CCF-A类). Code
  • Ruitao Pu, Yuan Sun#, Yang Qin, Zhenwen Ren, Xiaomin Song, Huiming Zheng, Dezhong Peng, Robust Self-paced Hashing for Cross-Modal Retrieval with Noisy Labels, AAAI 2025 (CCF-A类). Code
  • Shilin Xu, Yuan Sun#, Xingfeng Li, Siyuan Duan, Zhenwen Ren, Zheng Liu, Dezhong Peng#, Noisy Label Calibration for Multi-view Classification, AAAI 2025 (CCF-A类). Code

    2024

  • Honglin Yuan, Shiyun Lai, Xingfeng Li, Jian Dai, Yuan Sun#, Zhenwen Ren#, Robust Prototype Completion for Incomplete Multi-view Clustering, ACM MM 2024 (CCF-A类). Code
  • Yuan Sun, Kaiming Liu, Yongxiang Li, Zhenwen Ren, Jian Dai, Dezhong Peng, Distribution Consistency Guided Hashing for Cross-Modal Retrieval, ACM MM 2024 (CCF-A类). Code
  • Yuan Sun, Yang Qin, Yongxiang Li, Dezhong Peng, Xi Peng, Peng Hu, Robust Multi-View Clustering with Noisy Correspondence, IEEE Transactions on Knowledge and Data Engineering (TKDE) (CCF-A类). Code
  • Yuan Sun, Yang Qin, Dezhong Peng, Zhenwen Ren, Chao Yang, Peng Hu, Dual Self-Paced Hashing for Image Retrieval, IEEE Transactions on Multimedia (TMM) (中科院一区). Code
  • Kaiming Liu, Yunhong Gong, Yu Cao, Zhenwen Ren, Dezhong Peng, Yuan Sun#, Dual Semantic Fusion Hashing for Multi-Label Cross-Modal Retrieval, IJCAI 2024 (CCF-A类). Code
  • Yuan Sun, Jian Dai, Zhenwen Ren, Qilin Li, Dezhong Peng, Relaxed Energy Preserving Hashing for Image Retrieval, IEEE Transactions on Intelligent Transportation Systems (TITS) (中科院一区). Code
  • Yuan Sun, Jian Dai, Zhenwen Ren, Yingke Chen, Dezhong Peng, Peng Hu, Dual Self-Paced Cross-Modal Hashing, AAAI 2024 (CCF-A类).

2023

2022

🎖 Honors and Awards

  • 中国自动化学会高等教育教学成果评价三等贡献教学成果.
  • 中国人工智能学会教学成果激励计划一类成果.
  • 中国自动化学会科技进步奖二等奖.
  • 四川省计算机学会年度优秀学生论文.
  • 四川大学研究生“十佳学术之星”.
  • 国家奖学金（连续两次）.
  • NCAA会议最佳论文提名奖.
  • 成都市技术能手.

🙋 Services

  • Conferences:
    • AC/SPC:
      • ACL 2025, IJCAI 2025.
    • Reviewer:
      • ICML 2025, AAAI 2025, ICLR 2025, AISTATS 2025, ICASSP 2025, IJCNN 2025, KDD 2025, NeurIPS 2025, ICCV 2025, ACM MM 2025.
      • ICML 2024, NeurIPS 2024, CVPR 2024, ECCV 2024, AAAI 2024, IJCAI 2024, ACM MM 2024, PRCV 2024, EMNLP 2024.
      • ACM MM 2023, PRCV 2023.
    • Associate Editor:
      • ICARM 2024
    • Workshop Chair:
      • CVDL 2024.
  • Journals:
    • IEEE Transactions on Image Processing.
    • IEEE Transactions on Knowledge and Data Engineering.
    • IEEE Transactions on Neural Networks and Learning Systems.
    • IEEE Transactions on Multimedia.
    • IEEE Transactions on Circuits and Systems for Video Technology.
    • IEEE Transactions on Big Data.
    • IEEE Transactions on Computational Social Systems.
    • ACM Transactions on Multimedia Computing, Communications and Applications.
    • ACM Transactions on Autonomous and Adaptive Systems.
    • ACM Transactions on Information Systems.
    • IEEE Journal of Selected Topics in Signal Processing.
    • IEEE Signal Processing Letters.
    • Pattern Recognition.
    • Neural Networks.
    • Information Fusion.
    • Expert Systems With Applications.
    • Information Processing and Management.
    • Neurocomputing.
    • Neural Computing and Applications.
    • CAAI Transactions on Intelligence Technology.
    • Data Science and Management.
    • The Visual Computer.