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Jun Xia
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Year
Efficient federated learning for cloud-based AIoT applications
X Zhang, M Hu, J Xia, T Wei, M Chen, S Hu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2020
542020
Eliminating backdoor triggers for deep neural networks using attention relation graph distillation
J Xia, T Wang, J Ding, X Wei, M Chen
International Joint Conferences on Artificial Intelligence, 2022
192022
Design and implementation of YOLOv2 accelerator based on Zynq7000 FPGA heterogeneous platform
C Chen, C Zhilei, XIA Jun
Journal of frontiers of computer science & technology 13 (10), 1677, 2019
182019
Efficient federated learning for AIoT applications using knowledge distillation
T Liu*, J Xia*, Z Ling, X Fu, S Yu, M Chen
IEEE Internet of Things Journal 10 (8), 7229-7243, 2022
122022
PervasiveFL: Pervasive federated learning for heterogeneous IoT systems
J Xia, T Liu, Z Ling, T Wang, X Fu, M Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
102022
Fedentropy: Efficient device grouping for federated learning using maximum entropy judgment
Z Ling, Z Yue, J Xia, M Hu, T Wang, M Chen
arXiv preprint arXiv:2205.12038, 2022
82022
基于 Zynq7000 FPGA 异构平台的 YOLOv2 加速器设计与实现
陈辰, 柴志雷, 夏珺
计算机科学与探索 13 (10), 1677, 2019
82019
Protect Federated Learning Against Backdoor Attacks via Data-Free Trigger Generation
Y Yang, M Hu, Y Cao, J Xia, Y Huang, Y Liu, M Chen
arXiv preprint arXiv:2308.11333, 2023
42023
Gitfl: Adaptive asynchronous federated learning using version control
M Hu, Z Xia, Z Yue, J Xia, Y Huang, Y Liu, M Chen
arXiv preprint arXiv:2211.12049, 2022
42022
A PYNQ-compliant online platform for ZYNQ-based DNN developers
C Chen, J Xia, W Yang, K Li, Z Chai
Proceedings of the 2019 ACM/SIGDA International Symposium on Field …, 2019
42019
Automated Synthesis of Safe Timing Behaviors for Requirements Models using CCSL
M Hu, J Xia, M Zhang, X Chen, F Mallet, M Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023
32023
GitFL: Uncertainty-Aware Real-Time Asynchronous Federated Learning Using Version Control
M Hu, Z Xia, D Yan, Z Yue, J Xia, Y Huang, Y Liu, M Chen
2023 IEEE Real-Time Systems Symposium (RTSS), 145-157, 2023
22023
Model-Contrastive Learning for Backdoor Elimination
Z Yue, J Xia, Z Ling, M Hu, T Wang, X Wei, M Chen
Proceedings of the 31st ACM International Conference on Multimedia, 8869-8880, 2023
2*2023
Accelerated synthesis of neural network-based barrier certificates using collaborative learning
J Xia, M Hu, X Chen, M Chen
Proceedings of the 59th ACM/IEEE Design Automation Conference, 1201-1206, 2022
22022
An ensemble learning-based cooperative defensive architecture against adversarial attacks
T Liu, Y Song, M Hu, J Xia, J Zhang, M Chen
Journal of Circuits, Systems and Computers 30 (02), 2150025, 2021
22021
Decouple and stretch: a boost to channel pruning
Z Chen, J Lin, S Liu, J Xia, W Li
2018 IEEE 37th International Performance Computing and Communications …, 2018
22018
AdapterFL: Adaptive Heterogeneous Federated Learning for Resource-constrained Mobile Computing Systems
R Liu, M Hu, Z Xia, J Xia, P Zhang, Y Huang, Y Liu, M Chen
arXiv preprint arXiv:2311.14037, 2023
12023
Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis
R Qin, J Xia, Z Jia, M Jiang, A Abbasi, P Zhou, J Hu, Y Shi
Design Automation Conference 2024, 2023
12023
HierarchyFL: Heterogeneous Federated Learning via Hierarchical Self-Distillation
J Xia, Y Zhang, Z Yue, M Hu, X Wei, M Chen
arXiv preprint arXiv:2212.02006, 2022
12022
Design of HEVC intra model decision based on Zynq
Z Cui, J Xia, Y Wang, G Shi, W Yan
2019 IEEE International Conference on Real-time Computing and Robotics (RCAR …, 2019
12019
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