丁春涛
基本信息
职称:副教授
研究方向:边缘智能、模型压缩与量化
电子邮箱:ctding@bnu.edu.cn
个人简介
丁春涛,博士毕业于北京邮电大学计算机学院。并于 2018 年4 月至 2018 年12 月在香港理工大学和 2019 年 11 月至 2020 年 11 月在美国密歇根州立大学访学,后分别在北京交通大学和北京师范大学任教。研究方向为边缘智能、大模型压缩与量化。主持国家自然科学基金青年基金1项,中国博士后科学基金1项。在IEEE TPDS、IEEE TMC、IEEE TCC等国际期刊和IEEE CVPR、IEEE ICWS等国际会议上发表论文20余篇,其中1篇CCF A类论文获得2024 IEEE-CCF云计算最佳论文奖;博士学位论文获得2022年度IEEE TCCLD杰出博士论文奖。
教育背景
2015年—2021年 北京邮电大学 计算机学院 博士 导师:王尚广
2012年—2015年 苏州大学 软件学院 硕士 导师:张莉
2008年—2012年 郑州大学 软件学院 学士
工作经历
2024/11—今 北京师范大学 人工智能学院 副教授
2021年—2024年 北京交通大学 计算机科学与技术学院 讲师
主持和参加的科研项目
国家自然科学基金青年基金,《面向终端设备云辅助的神经网络模型存储和选择方法研究》,2023/01-2025/12,主持
中国博士后科学基金面上项目,《边缘辅助的图像判别特征提取关键技术研究》,2021/11-2023/10,主持
主要学术成果
CCF-A 列表
Chuntao Ding, Zhichao Lu, Felix Juefei-Xu, Vishnu Naresh Boddeti, Yidong Li, and Jiannong Cao, “Towards Transaction- Friendly and Robust CNN Models over Cloud and Device”, IEEE Transactions on Mobile Computing, 22(10): 6176-6189, 2023. (IEEE-CCF 云计算最佳论文奖)
Chuntao Ding, Yidong Li, Zhichao Lu, Shangguang Wang, and Song Guo, “A Resource-Efficient Feature Extraction Framework for Image Processing in IoT Devices”, IEEE Transactions on Mobile Computing, 23(1): 42-55, 2024
Chuntao Ding, Zhichao Lu, Shangguang Wang, Ran Cheng, Vishnu Naresh Boddeti, “Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives”, in Proceedings of IEEE CVPR, 7756-7765, 2023.
Chuntao Ding, Ao Zhou, Xiulong Liu, Xiao Ma, Shangguang Wang, “Resource-Aware Feature Extraction in Mobile Edge Computing”, IEEE Transactions on Mobile Computing, 21(1):321-331, 2022.
Shangguang Wang, Chuntao Ding, Ning Zhang, Xiulong Liu, Ao Zhou, Jiannong Cao, Xuemin Shen, “A Cloud-Guided Feature Extraction Approach for Image Retrieval in Mobile Edge Computing”, IEEE Transactions on Mobile Computing, 20(2):292-305, 2021.
Zhichao Lu, Chuntao Ding*(通讯作者), Felix Juefei-Xu, Vishnu Naresh Boddeti, Shangguang Wang, and Yun Yang, “TFormer: A Transmission-Friendly ViT Model for IoT Devices”, IEEE Transactions on Parallel and Distributed Systems, 34(2): 598-610, 2023.
Xiaoyong Yan, Jiannong Cao, Jian Zhou*, Chuntao Ding*(通讯作者), Han Sun, Lijuan Sun, and Aiguo Song, “DCP-AHS: A High-Performance Distributed Cooperative Positioning Model for Concave Networks”, IEEE Transactions on Mobile Computing, 23(5): 4334-4337, 2024.
Xiaoyong Yan, Jiannong Cao, Shigeng Zhang, Chuntao Ding*(通讯作者), Chenhuang Wu, Alex X. Liu, and Aiguo Song, “Dcp-ahs: A high-performance distributed cooperative positioning model for concave networks” IEEE/ACM Transactions on Networking, accepted, 2024.
Wei Li, Zichen Shen, Xiulong Liu*, Mingfeng Wang, Chao Ma, Chuntao Ding*(通讯作者), and Jiannong Cao, “Representative Kernels-based CNN for Faster Transaction in Federated Learning”, IEEE Transactions on Mobile Computing, 23(12): 13062-13075, 2024.
其他论文
Chuntao Ding, Ao Zhou, Xiao Ma, Ning Zhang, Ching-Hsien Hsu, and Shangguang Wang, “Towards Diversified IoT Image Recognition Services in Mobile Edge Computing”, IEEE Transactions on Cloud Computing, 11(1):666-677, 2023. (中科院二区)
Chuntao Ding, Ao Zhou, Yunxin Liu, Rong N. Chang, Ching-Hsien Hsu, and Shangguang Wang, “A Cloud-Edge Collaboration Framework for Cognitive Service”, IEEE Transactions on Cloud Computing, 10(3): 1489-1499, 2022. (中科院二区)
Chuntao Ding, Ao Zhou, Xiao Ma, and Shangguang Wang, “Cognitive Service in Mobile Edge Computing”, in Proceedings of ICWS, 181-188, 2020. (CCF-B)
Chuntao Ding, Yidong Li, and Shangguang Wang, “Edge/Cloud-Assisted Feature Extraction in IoT Devices”, IEEE Internet of Things Journal, 9(21): 21594-21606, 2022.(中科院一区)
Zhichao Lu, Chuntao Ding*(通讯作者), Shangguang Wang, Ran Cheng, Felix Juefei-Xu, and Vishnu Naresh Boddeti, “Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Services”, in Proceedings of ICWS, 415-425, 2023. (CCF-B)
Jinhui Yu, Chuntao Ding*(通讯作者), Huifang Li, Yi Jin, and Yidong Li, “Localized Knowledge Distillation Helps IoT Devices Provide High-performance Visual Services”, in Proceedings of ICWS, 170-178, 2023. (CCF-B)
Chuntao Ding, Qibo Sun, “LBDAG-DNE: Locality Balanced Subspace Learning for Image Recognition”, in Proceedings of CollaborateCom, 199-210, 2017. (CCF-C,最佳论文奖)
Chuntao Ding, Li Zhang, “Double Adjacency Graphs-based Discriminant Neighborhood Embedding”, Pattern Recognition, 48(5):1734-1742, 2015. (中科院一区)
奖励与荣誉
2024年,IEEE TMC论文“Towards Transformation-Friendly and Robust CNN Models over Cloud and Device”获 IEEE-CCF云计算最佳论文奖
2022年,IEEE TCCLD Outstanding Ph.D. Thesis Award
2020年,北京市海英之星奖学金
学术与社会服务
CCF 服务计算专委会委员
期刊审稿:
IEEE Transactions on Computers
IEEE Transactions on Affective Computing
IEEE Transactions on Network Science and Engineering
招生说明
希望申请我的学生具有以下基本素养:
1、热爱生活、热爱运动;
2、至少熟悉一门编程语言;
3、有很强的上进心和科研热情;
4、具有扎实的英语和数学基础。