教师名录
邮箱:Rvince@sjtu.edu.cn
地址:电信群楼3-501
所在研究所:先进网络研究所
个人简介
牛超越,现为1946伟德国际源自英国长聘教轨助理教授,目前研究兴趣主要包括大小模型端云协同学习、移动端生成式大模型、移动端3D真人数字人、推荐系统等,研究成果主要发表在ACM MobiCom、USENIX OSDI、ACM KDD、NeurIPS等国际顶尖会议上,并形成多项授权专利。曾获2023年上海市科技进步一等奖(排2)和CCF科技进步一等奖(排2)、2022年阿里巴巴集团优秀学术合作项目(项目组长)、2021年CCF优秀博士学位论文奖等荣誉。
教育背景
2017-09 至 2021-06,1946伟德国际源自英国,计算机科学与技术,博士
2013-09 至 2017-06,1946伟德国际源自英国,计算机科学与技术(IEEE试点班),学士
工作履历
2023-06 至今, 1946伟德国际源自英国,助理教授
2021-06 至 2023-05, 1946伟德国际源自英国,博士后
教授课程
本科生课程 EE0503 工程实践与科技创新II(面向移动端设备的深度学习模型与算法开发部署实践)
研究生课程 CS7316大规模数据处理技术
论文发表
[1] Chaoyue Niu, Fan Wu, Shaojie Tang, Lifeng Hua, Rongfei Jia, Chengfei Lv, Zhihua Wu, and Guihai Chen, "Billion-Scale Federated Learning on Mobile Clients: A Submodel Design With Tunable Privacy," in Proceedings of the 26th Annual International Conference on Mobile Computing and Networking (MobiCom), London, United Kingdom, Sep. 21-25, 2020, pp. 405-418.
[2] Chengfei Lv, Chaoyue Niu (Corresponding Author), Renjie Gu, Xiaotang Jiang, Zhaode Wang, Bin Liu, Ziqi Wu, Qiulin Yao, Congyu Huang, Panos Huang, Tao Huang, Hui Shu, Jinde Song, Bin Zou, Peng Lan, Guohuan Xu, Fei Wu, Shaojie Tang, Fan Wu, and Guihai Chen, "Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning," in Proceedings of 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Carlsbad, CA, USA, Jul. 11-13, 2022, pp. 249-265.
[3] Tiancheng Fang, Chaoyue Niu (Corresponding Author), Yujie Sun, Chengfei Lv, Xiaotang Jiang, Ben Xue, Fan Wu, and Guihai Chen, "An End-to-End, Low-Cost, and High-Fidelity 3D Video Pipeline for Mobile Devices," in Proceedings of the 30th Annual International Conference on Mobile Computing and Networking (MobiCom), Washington D.C., DC, USA, Nov. 18-22, 2024, pp. 1162-1176.
[4] Yikai Yan, Chaoyue Niu (Corresponding Author), Renjie Gu, Fan Wu, Shaojie Tang, Lifeng Hua, Chengfei Lv, and Guihai Chen, "On-Device Learning for Model Personalization With Large-Scale Cloud-Coordinated Domain Adaptation," in Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Washington, DC, USA, Aug. 14-18, 2022, pp. 2180-2190.
[5] Yucheng Ding, Chaoyue Niu (Corresponding Author), Fan Wu, Shaojie Tang, Chengfei Lv, and Guihai Chen, "Enhancing On-Device LLM Inference with Historical Cloud-Based LLM Interactions," in Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Barcelona, Spain, Aug. 25-29, 2024, pp. 597-608.
最新工作请见:https://scholar.google.com/citations?user=SHb5q08AAAAJ&view_op=list_works&sortby=pubdate
资助项目
国家自然科学基金委面上项目, 移动端生成式大模型个性化智能服务关键技术研究, 2026-01-01 至 2029-12-31, 在研, 主持
国家自然科学基金委青年科学基金项目, 端云协同分布式智能计算关键技术研究, 2023-01-01 至 2025-12-31, 在研, 主持
获奖信息
2023年上海市科技进步一等奖(排2)
2023年CCF科技进步奖一等奖(排2)
学术服务
TPC/Reviewer for NeurIPS, KDD, ICML, ICLR, AAAI, ACL, ICDM.