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徐锦峰 (Jinfeng Xu)

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博士生,
电气与电子工程系,
香港大学,
香港，中国
个人邮箱: jinfeng.xu0605@gmail.com
工作邮箱: jinfeng@connect.hku.hk

关于我

本人现为香港大学电气及电子工程系博士研究生。

我的研究兴趣包括推荐系统、数据隐私、图学习、自监督学习、计算机视觉和联邦学习。

我期待在推荐领域展开合作，可以是传统推荐、多模态推荐、社交推荐、群组推荐等。

我也在寻找有上进心的合作者。

如果你感兴趣，请给我发邮件。

近期研究

近期发表

(注: # 意味着同等贡献, * 意味着通讯作者)

    2025年

  1. Jinjiang You, Hewei Wang, Yijie Li, Mingxiao Huo, Long Van Tran Ha, Mingyuan Ma, Jinfeng Xu, Puzhen Wu, Shubham Garg, and Wei Pu

    Multi-Cali Anything: Dense Feature Multi-Frame Structure-from-Motion for Large-Scale Camera Array Calibration

    International Conference on Intelligent Robots and Systems (IROS).

  2. Jinfeng Xu, Zheyu Chen, Jinze Li, Shuo Yang, Hewei Wang, Yijie Li, Mengran Li, Puzhen Wu, and Edith Ngai

    MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets

    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD).

  3. Hewei Wang, Jinjiang You, Yijie Li, Mingxiao Huo, Long Vân Tran Ha, Mingyuan Ma, Jinfeng Xu, Puzhen Wu, Shubham Garg

    Dynamic Feature-Driven SfM for Camera Array Calibration in 4D Capture

    The IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

  4. Zheyu Chen, Jinfeng Xu*, Yutong Wei, and Ziyue Peng

    Squeeze and Excitation: A Weighted Graph Contrastive Learning for Collaborative Filtering

    ACM International Conference on Research and Development in Information Retrieval (SIGIR).

  5. Jinfeng Xu, Zheyu Chen, Wei Wang, Xiping Hu, Sang-Wook Kim, and Edith Ngai

    COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal Recommendation

    ACM International Conference on Research and Development in Information Retrieval (SIGIR).

  6. Yijie Li, Hewei Wang, Jinfeng Xu, Lee Yee Hui, and Soumyabrata Dev

    BSANet: A Bilateral Segregation and Aggregation Network for Real-time Cloud Segmentation

    Remote Sensing Applications: Society and Environment.

  7. Yijie Li, Hewei Wang, Jiayi Zhang, Jinjiang You, Jinfeng Xu, Puzhen Wu, Yunzhong Xiao, and Soumyabrata Dev

    Segregation and Context Aggregation Network for Real-time Cloud Segmentation

    The International Conference on Learning Representations Workshops (ICLRW).

  8. Yijie Li, Hewei Wang, Jinfeng Xu, Zixiao Ma, Puzhen Wu, Shaofan Wang, and Soumyabrata Dev

    CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation

    IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

  9. Yijie Li, Hewei Wang, Jinfeng Xu, Puzhen Wu, Yunzhong Xiao, Shaofan Wang, and Soumyabrata Dev

    DDUNet: Dual Dynamic U-Net for Highly-Efficient Cloud Segmentation

    IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

  10. Handi Chen, Weipeng Deng, Shuo Yang, Jinfeng Xu, Zhihan Jiang, Edith CH Ngai, Jiangchuan Liu, and Xue Liu

    Towards Edge General Intelligence via Large Language Models: Opportunities and Challenges

    IEEE Network.

  11. Zheyu Chen#, Jinfeng Xu#, and Haibo Hu

    Don't Lose Yourself: Boosting Multimodal Recommendation via Reducing Node-neighbor Discrepancy in Graph Convolutional Networks

    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP).

  12. Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, and Edith Ngai

    MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation

    The Association for the Advancement of Artificial Intelligence (AAAI).

    13. 2024年

  13. Jinfeng Xu, Zheyu Chen, Jinze Li, Shuo Yang, Hewei Wang, and Edith Ngai

    AlignGroup: Learning and Aligning Group Consensus with Member Preferences for Group Recommendation

    ACM International Conference on Information and Knowledge Management (CIKM).

  14. Shuo Yang, Xinran Zheng, Jinze Li, Jinfeng Xu, and Edith Ngai

    Multi-Scale Contrastive Attention Representation Learning for Encrypted Traffic Classification

    ACM International Conference on Information and Knowledge Management (CIKM).

  15. Shuo Yang, Xinran Zheng, Jinze Li, Jinfeng Xu, Xingjun Wang, and Edith C. H. Ngai

    ReCDA: Concept Drift Adaptation with Representation Enhancement for Network Intrusion Detection

    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD).

  16. Jinfeng Xu, Zheyu Chen, Zixiao Ma, Jiyi Liu, and Edith C. H. Ngai

    Improving Consumer Experience with Pre-purify Temporal-decay Memory-based Collaborative Filtering Recommendation for Graduate School Application

    IEEE Transactions on Consumer Electronics (TCE).

    17. 2023年

  17. Lina Wang, Yan Mao, Jinfeng Xu, Jianan Wu, Kunxiu Wu, Keji Mao, and Kai Fang

    A ROI Extraction Method for Wrist Imaging Applied in Smart Bone-Age Assessment System

    IEEE Journal of Biomedical and Health Informatics (JBHI).

学术职责

程序委员会成员

  • ACM The Web Conference (WWW) - short paper track

审稿人 (会议)

  • International Conference on Learning Representations (ICLR)

  • The Annual Conference on Neural Information Processing Systems (NeurIPS)

  • ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)

  • ACM International Conference on Research and Development in Information Retrieval (SIGIR)

  • ACM The Web Conference (WWW)

  • Association for the Advancement of Artificial Intelligence (AAAI)

  • ACM International Conference on Multimedia (MM)

  • IEEE International Conference on Distributed Computing Systems (ICDCS)

  • IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

  • International Joint Conference on Neural Networks (IJCNN)

审稿人 (期刊)

  • IEEE Transactions on Knowledge and Data Engineering (TKDE)

  • IEEE Transactions on Industrial Informatics (TII)

  • IEEE Transactions on Multimedia (TMM)

荣誉

  • KDD'25 杰出审稿人 (Top 10%)