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Zhenge Jia
Zhenge Jia
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Intermittent inference with nonuniformly compressed multi-exit neural network for energy harvesting powered devices
Y Wu, Z Wang, Z Jia, Y Shi, J Hu
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
702020
The importance of resource awareness in artificial intelligence for healthcare
Z Jia, J Chen, X Xu, J Kheir, J Hu, H Xiao, S Peng, XS Hu, D Chen, Y Shi
Nature Machine Intelligence 5 (7), 687-698, 2023
482023
Lightweight run-time working memory compression for deployment of deep neural networks on resource-constrained MCUs
Z Wang, Y Wu, Z Jia, Y Shi, J Hu
Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021
232021
Personalized deep learning for ventricular arrhythmias detection on medical IoT systems
Z Jia, Z Wang, F Hong, L Ping, Y Shi, J Hu
Proceedings of the 39th international conference on computer-aided design, 1-9, 2020
202020
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
Proceedings of the 61st ACM/IEEE Design Automation Conference, 1-6, 2024
152024
Personalized neural network for patient-specific health monitoring in IoT: a metalearning approach
Z Jia, Y Shi, J Hu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
152022
Cooperative communication between two transiently powered sensor nodes by reinforcement learning
Y Wu, Z Jia, F Fang, J Hu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
142021
Learning to Learn Personalized Neural Network for Ventricular Arrhythmias Detection on Intracardiac EGMs.
Z Jia, Z Wang, F Hong, L Ping, Y Shi, J Hu
IJCAI, 2606-2613, 2021
142021
Tinyml design contest for life-threatening ventricular arrhythmia detection
Z Jia, D Li, C Liu, L Liao, X Xu, L Ping, Y Shi
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023
102023
Empirical guidelines for deploying llms onto resource-constrained edge devices
R Qin, D Liu, C Xu, Z Yan, Z Tan, Z Jia, A Nassereldine, J Li, M Jiang, ...
arXiv preprint arXiv:2406.03777, 2024
92024
On-device prior knowledge incorporated learning for personalized atrial fibrillation detection
Z Jia, Y Shi, S Saba, J Hu
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-25, 2021
92021
Design insights of non-volatile processors and accelerators in energy harvesting systems
K Qiu, M Zhao, Z Jia, J Hu, CJ Xue, K Ma, X Li, Y Liu, V Narayanan
Proceedings of the 2020 on Great Lakes Symposium on VLSI, 369-374, 2020
92020
Enabling on-device model personalization for ventricular arrhythmias detection by generative adversarial networks
Z Jia, F Hong, L Ping, Y Shi, J Hu
2021 58th ACM/IEEE Design Automation Conference (DAC), 163-168, 2021
82021
Prototyping energy harvesting powered systems with nonvolatile processor
Y Wu, Y Sun, Z Jia, L Zhang, Y Liu, J Hu
2018 International Symposium on Rapid System Prototyping (RSP), 49-55, 2018
82018
Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures
R Qin, Z Yan, D Zeng, Z Jia, D Liu, J Liu, Z Zheng, N Cao, K Ni, J Xiong, ...
arXiv preprint arXiv:2405.04700, 2024
52024
Low-power object-detection challenge on unmanned aerial vehicles
Z Jia, X Xu, J Hu, Y Shi
Nature Machine Intelligence 4 (12), 1265-1266, 2022
42022
Opportunistic communication with latency guarantees for intermittently-powered devices
K Wardega, W Li, H Kim, Y Wu, Z Jia, J Hu
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2022
42022
Life-threatening ventricular arrhythmia detection challenge in implantable cardioverter–defibrillators
Z Jia, D Li, X Xu, N Li, F Hong, L Ping, Y Shi
Nature Machine Intelligence 5 (5), 554-555, 2023
32023
Work-in-progress: Cooperative communication between two transiently powered sensors by reinforcement learning
Y Wu, Z Jia, F Fang, J Hu
2019 International Conference on Hardware/Software Codesign and System …, 2019
3*2019
Q-learning based routing for transiently powered wireless sensor network: work-in-progress
Z Jia, Y Wu, J Hu
Proceedings of the International Conference on Hardware/Software Codesign …, 2019
32019
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