Publications

2025

1. TSC

   A Resource-Efficient Multiple Recognition Services Framework for IoT Devices

   Chuntao Ding, Zhuo Liu, Ao Zhou, and 3 more authors

   IEEE Transactions on Services Computing, 2025

   Bib

   @article{ding.tsc2024a-resource-efficient,
     author = {Ding, Chuntao and Liu, Zhuo and Zhou, Ao and Yu, Jinhui and Li, Yidong and Wang, Shangguang},
     journal = {IEEE Transactions on Services Computing},
     title = {A Resource-Efficient Multiple Recognition Services Framework for IoT Devices},
     year = {2025},
     volume = {18},
     number = {1},
     pages = {29-42},
     doi = {10.1109/TSC.2024.3512949},
   }

2. TSC

   ReFrame: A Resource-Friendly Cloud-Assisted On-Device Deep Learning Framework for Vision Services

   Jianhang Xie, Chuntao Ding, Qingji Guan, and 2 more authors

   IEEE Transactions on Services Computing, 2025

   Bib

   @article{xie.tsc2025reframe,
     author = {Xie, Jianhang and Ding, Chuntao and Guan, Qingji and Zhou, Ao and Li, Yidong},
     journal = {IEEE Transactions on Services Computing},
     title = {ReFrame: A Resource-Friendly Cloud-Assisted On-Device Deep Learning Framework for Vision Services},
     year = {2025},
     volume = {},
     number = {},
     pages = {1-14},
     doi = {10.1109/TSC.2025.3552328}
   }

3. TON

   Cooperative Localization Using Expected Minimum Segment for Irregular Multi-Hop Networks

   Xiaoyong Yan, Jiannong Cao, Shigeng Zhang, and 4 more authors

   IEEE Transactions on Networking, 2025

   Bib

   @article{yan.ton2024Cooperative,
     author = {Yan, Xiaoyong and Cao, Jiannong and Zhang, Shigeng and Ding, Chuntao and Wu, Chenhuang and Liu, Alex X. and Song, Aiguo},
     journal = {IEEE Transactions on Networking},
     title = {Cooperative Localization Using Expected Minimum Segment for Irregular Multi-Hop Networks},
     year = {2025},
     volume = {33},
     number = {1},
     pages = {369-381},
     doi = {10.1109/TNET.2024.3487904}
   }

2024

1. TMC

   A Resource-Efficient Feature Extraction Framework for Image Processing in IoT Devices

   Chuntao Ding, Yidong Li, Zhichao Lu, and 2 more authors

   IEEE Transactions on Mobile Computing, 2024

   Bib

   @article{ding.tmc2024a-resource-efficient,
     title = {A Resource-Efficient Feature Extraction Framework for Image Processing in IoT Devices},
     author = {Ding, Chuntao and Li, Yidong and Lu, Zhichao and Wang, Shangguang and Guo, Song},
     journal = {IEEE Transactions on Mobile Computing},
     year = {2024},
     volume = {23},
     number = {1},
     pages = {42--55},
     doi = {10.1109/TMC.2022.3218402},
   }

2. TSC

   SECaaS-based Partially Observable Defense Model for IIoT Against Advanced Persistent Threats

   Zikai Zhang, Chuntao Ding, Yidong Li, and 2 more authors

   IEEE Transactions on Services Computing, 2024

   Bib

   @article{zhang.tsc2024secaas-based,
     author = {Zhang, Zikai and Ding, Chuntao and Li, Yidong and Yu, Jinhui and Li, Jingyi},
     journal = {IEEE Transactions on Services Computing},
     title = {SECaaS-based Partially Observable Defense Model for IIoT Against Advanced Persistent Threats},
     year = {2024},
     volume = {17},
     number = {6},
     pages = {4267-4280},
     doi = {10.1109/TSC.2024.3422870}
   }

3. TMC

   DCP-AHS: A High-Performance Distributed Cooperative Positioning Model for Concave Networks

   Xiaoyong Yan, Jiannong Cao, Jian Zhou, and 4 more authors

   IEEE Transactions on Mobile Computing, 2024

   Bib

   @article{yan.tmc2024dcp-ahs,
     title = {DCP-AHS: A High-Performance Distributed Cooperative Positioning Model for Concave Networks},
     author = {Yan, Xiaoyong and Cao, Jiannong and Zhou, Jian and Ding, Chuntao and Sun, Han and Sun, Lijuan and Song, Aiguo},
     journal = {IEEE Transactions on Mobile Computing},
     volume = {23},
     number = {5},
     pages = {4334--4347},
     year = {2024},
     doi = {10.1109/TMC.2023.3291130}
   }

4. TMC

   Representative Kernels-based CNN for Faster Transmission in Federated Learning

   Wei Li, Zichen Shen, Xiulong Liu, and 4 more authors

   IEEE Transactions on Mobile Computing, 2024

   Bib

   @article{li.tmc2024representative,
     author = {Li, Wei and Shen, Zichen and Liu, Xiulong and Wang, Mingfeng and Ma, Chao and Ding, Chuntao and Cao, Jiannong},
     journal = {IEEE Transactions on Mobile Computing},
     title = {Representative Kernels-based CNN for Faster Transmission in Federated Learning},
     year = {2024},
     volume = {23},
     number = {12},
     pages = {13062-13075},
     doi = {10.1109/TMC.2024.3423448}
   }

5. ICWS

   Multi-Vision Services Acceleration Framework for IoT Devices

   Jianhang Xie, Chuntao Ding, Shenyuan Ren, and 1 more author

   In Proceedings of the IEEE International Conference on Web Services, 2024

   Bib

   @inproceedings{xie.icws2024multi-vision,
     author = {Xie, Jianhang and Ding, Chuntao and Ren, Shenyuan and Li, Yidong},
     booktitle = {Proceedings of the IEEE International Conference on Web Services},
     title = {Multi-Vision Services Acceleration Framework for IoT Devices},
     year = {2024},
     pages = {888-898},
     doi = {10.1109/ICWS62655.2024.00107}
   }

2023

1. CVPR

   Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives

   Chuntao Ding, Zhichao Lu, Shangguang Wang, and 2 more authors

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

   Bib

   @inproceedings{ding.cvpr2023mitigating,
     title = {Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives},
     author = {Ding, Chuntao and Lu, Zhichao and Wang, Shangguang and Cheng, Ran and Boddeti, Vishnu Naresh},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {7756--7765},
     year = {2023},
     doi = {10.1109/CVPR52729.2023.00749}
   }

2. TMC

   Towards Transmission-Friendly and Robust CNN Models over Cloud and Device

   Chuntao Ding, Zhichao Lu, Felix Juefei-Xu, and 3 more authors

   IEEE Transactions on Mobile Computing, 2023

   Bib

   @article{ding.tmc2023towards,
     title = {Towards Transmission-Friendly and Robust CNN Models over Cloud and Device},
     author = {Ding, Chuntao and Lu, Zhichao and Juefei-Xu, Felix and Boddeti, Vishnu Naresh and Li, Yidong and Cao, Jiannong},
     journal = {IEEE Transactions on Mobile Computing},
     year = {2023},
     volume = {22},
     number = {10},
     pages = {6176--6189},
     doi = {10.1109/TMC.2022.3186496}
   }

3. TPDS

   TFormer: A Transmission-Friendly ViT Model for IoT Devices

   Zhichao Lu, Chuntao Ding, Felix Juefei-Xu, and 3 more authors

   IEEE Transactions on Parallel and Distributed Systems, 2023

   Bib

   @article{lu.tpds2023tformer,
     title = {TFormer: A Transmission-Friendly ViT Model for IoT Devices},
     author = {Lu, Zhichao and Ding, Chuntao and Juefei-Xu, Felix and Boddeti, Vishnu Naresh and Wang, Shangguang and Yang, Yun},
     journal = {IEEE Transactions on Parallel and Distributed Systems},
     volume = {34},
     number = {2},
     pages = {598--610},
     year = {2023},
     doi = {10.1109/TPDS.2022.3222765}
   }

4. ICWS

   Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Service

   Zhichao Lu, Chuntao Ding, Shangguang Wang, and 3 more authors

   In Proceedings of the IEEE International Conference on Web Services, 2023

   Bib

   @inproceedings{lu.icws2023seed,
     title = {Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Service},
     author = {Lu, Zhichao and Ding, Chuntao and Wang, Shangguang and Cheng, Ran and Juefei-Xu, Felix and Boddeti, Vishnu},
     booktitle = {Proceedings of the IEEE International Conference on Web Services},
     year = {2023},
     pages = {415-425},
     doi = {10.1109/ICWS60048.2023.00060}
   }

5. ICWS

   Localized Knowledge Distillation Helps IoT Devices Provide High-Performance Visual Services

   Jinhui Yu, Chuntao Ding, Huifang Li, and 2 more authors

   In Proceedings of the IEEE International Conference on Web Services, 2023

   Bib

   @inproceedings{yu.icws2023localized,
     title = {Localized Knowledge Distillation Helps IoT Devices Provide High-Performance Visual Services},
     author = {Yu, Jinhui and Ding, Chuntao and Li, Huifang and Jin, Yi and Li, Yidong},
     booktitle = {Proceedings of the IEEE International Conference on Web Services},
     year = {2023},
     pages = {170--178},
     doi = {10.1109/ICWS60048.2023.00036}
   }

6. ICWS

   Task Offloading Based on Application Hit Ratio

   Junna Zhang, Xinxin Wang, Chuntao Ding, and 2 more authors

   In Proceedings of the IEEE International Conference on Web Services, 2023

   Bib

   @inproceedings{zhang.icws2023task,
     title = {Task Offloading Based on Application Hit Ratio},
     author = {Zhang, Junna and Wang, Xinxin and Ding, Chuntao and Zhao, Xiaoyan and Wang, Shangguang},
     booktitle = {Proceedings of the IEEE International Conference on Web Services},
     year = {2023},
     pages = {36-42},
     doi = {10.1109/ICWS60048.2023.00017}
   }

7. TCC

   Towards Diversified IoT Image Recognition Services in Mobile Edge Computing

   Chuntao Ding, Ao Zhou, Xiao Ma, and 3 more authors

   IEEE Transactions on Cloud Computing, 2023

   Bib

   @article{ding.tcc2023towards,
     title = {Towards Diversified IoT Image Recognition Services in Mobile Edge Computing},
     author = {Ding, Chuntao and Zhou, Ao and Ma, Xiao and Zhang, Ning and Ching-Hsien and Wang, Shangguang},
     journal = {IEEE Transactions on Cloud Computing},
     volume = {11},
     number = {1},
     pages = {666--677},
     year = {2023},
     doi = {10.1109/TCC.2021.3109385}
   }

8. TCC

   Dependent Application Offloading in Edge Computing

   Junna Zhang, Guoxian Zhang, Xiang Bao, and 4 more authors

   IEEE Transactions on Cloud Computing, 2023

   Bib

   @article{zhang.tcc2023dependent,
     title = {Dependent Application Offloading in Edge Computing},
     author = {Zhang, Junna and Zhang, Guoxian and Bao, Xiang and Ding, Chuntao and Yuan, Peiyan and Zhang, Xinglin and Wang, Shangguang},
     journal = {IEEE Transactions on Cloud Computing},
     year = {2023},
     volume = {11},
     number = {4},
     pages = {3439--3451},
     doi = {10.1109/TCC.2023.3290777}
   }

2022

1. TMC

   Resource-aware Feature Extraction in Mobile Edge Computing

   Chuntao Ding, Ao Zhou, Xiulong Liu, and 2 more authors

   IEEE Transactions on Mobile Computing, 2022

   Bib

   @article{ding.tmc2022resource-aware,
     title = {Resource-aware Feature Extraction in Mobile Edge Computing},
     author = {Ding, Chuntao and Zhou, Ao and Liu, Xiulong and Ma, Xiao and Wang, Shangguang},
     journal = {IEEE Transactions on Mobile Computing},
     volume = {21},
     number = {1},
     pages = {321--331},
     year = {2022},
     doi = {10.1109/TMC.2020.3007456}
   }

2. TCC

   A Cloud-Edge Collaboration Framework for Cognitive Service

   Chuntao Ding, Ao Zhou, Yunxin Liu, and 3 more authors

   IEEE Transactions on Cloud Computing, 2022

   Bib

   @article{ding.tcc2022a-cloud-edge,
     title = {A Cloud-Edge Collaboration Framework for Cognitive Service},
     author = {Ding, Chuntao and Zhou, Ao and Liu, Yunxin and Chang, Rong and Hsu, Ching-Hsien and Wang, Shangguang},
     journal = {IEEE Transactions on Cloud Computing},
     volume = {10},
     number = {3},
     pages = {1489--1499},
     year = {2022},
     doi = {10.1109/TCC.2020.2997008}
   }

3. IOTJ

   Edge/Cloud-assisted Feature Extraction in IoT Devices

   Chuntao Ding, Yidong Li, and Shangguang Wang

   IEEE Internet of Things Journal, 2022

   Bib

   @article{ding.iotj2022edge-cloud-assisted,
     title = {Edge/Cloud-assisted Feature Extraction in IoT Devices},
     author = {Ding, Chuntao and Li, Yidong and Wang, Shangguang},
     journal = {IEEE Internet of Things Journal},
     volume = {9},
     number = {21},
     pages = {21594--21606},
     year = {2022},
     doi = {10.1109/JIOT.2022.3184839}
   }

2021

1. TMC

   A Cloud-guided Feature Extraction Approach for Image Retrieval in Mobile Edge Computing

   Shangguang Wang, Chuntao Ding, Ning Zhang, and 4 more authors

   IEEE Transactions on Mobile Computing, 2021

   Bib

   @article{ding.tmc2021a-cloud-guided,
     title = {A Cloud-guided Feature Extraction Approach for Image Retrieval in Mobile Edge Computing},
     author = {Wang, Shangguang and Ding, Chuntao and Zhang, Ning and Liu, Xiulong and Zhou, Ao and Cao, Jiannong and Shen, Xuemin Sherman},
     journal = {IEEE Transactions on Mobile Computing},
     volume = {20},
     number = {2},
     pages = {292--305},
     year = {2021},
     doi = {10.1109/TMC.2019.2944371}
   }

2020

1. ICWS

   Cognitive Service in Mobile Edge Computing

   Chuntao Ding, Ao Zhou, Xiao Ma, and 1 more author

   In Proceedings of the IEEE International Conference on Web Services, 2020

   Bib

   @inproceedings{ding.icws2020cognitive,
     title = {Cognitive Service in Mobile Edge Computing},
     author = {Ding, Chuntao and Zhou, Ao and Ma, Xiao and Wang, Shangguang},
     booktitle = {Proceedings of the IEEE International Conference on Web Services},
     pages = {181--188},
     year = {2020},
     doi = {10.1109/ICWS49710.2020.00031}
   }