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Zhen Dong
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Q-bert: Hessian based ultra low precision quantization of bert
S Shen*, Z Dong*, J Ye*, L Ma, Z Yao, A Gholami, MW Mahoney, ...
Proceedings of the AAAI Conference on Artificial Intelligence 34 (05), 8815-8821, 2020
2322020
Hawq: Hessian aware quantization of neural networks with mixed-precision
Z Dong, Z Yao, A Gholami, MW Mahoney, K Keutzer
Proceedings of the IEEE/CVF International Conference on Computer Vision, 293-302, 2019
2062019
Zeroq: A novel zero shot quantization framework
Y Cai*, Z Yao*, Z Dong*, A Gholami, MW Mahoney, K Keutzer
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
1622020
A survey of quantization methods for efficient neural network inference
A Gholami*, S Kim*, Z Dong*, Z Yao*, MW Mahoney, K Keutzer
Book of Low-Power Computer Vision 2021, 2021
1262021
Hawq-v2: Hessian aware trace-weighted quantization of neural networks
Z Dong, Z Yao, D Arfeen, A Gholami, MW Mahoney, K Keutzer
Advances in neural information processing systems 33, 18518-18529, 2020
912020
Hawq-v3: Dyadic neural network quantization
Z Yao, Z Dong, Z Zheng, A Gholami, J Yu, E Tan, L Wang, Q Huang, ...
International Conference on Machine Learning, 11875-11886, 2021
382021
A novel convolution computing paradigm based on NOR flash array with high computing speed and energy efficiency
R Han, P Huang, Y Xiang, C Liu, Z Dong, Z Su, Y Liu, L Liu, X Liu, J Kang
IEEE Transactions on Circuits and Systems I: Regular Papers 66 (5), 1692-1703, 2019
222019
Convolutional neural networks based on RRAM devices for image recognition and online learning tasks
Z Dong, Z Zhou, Z Li, C Liu, P Huang, L Liu, X Liu, J Kang
IEEE Transactions on Electron Devices 66 (1), 793-801, 2018
202018
RTN based oxygen vacancy probing method for Ox-RRAM reliability characterization and its application in tail bits
P Huang, DB Zhu, C Liu, Z Zhou, Z Dong, H Jiang, WS Shen, LF Liu, ...
IEEE International Electron Devices Meeting (IEDM), 21.4. 1-21.4. 4, 2018
192018
CoDeNet: Algorithm-hardware Co-design for Deformable Convolution
Z Dong, D Wang, Q Huang, Y Gao, Y Cai, B Wu, K Keutzer, J Wawrzynek
The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2020
18*2020
The characteristics of binary spike-time-dependent plasticity in HfO 2-based RRAM and applications for pattern recognition
Z Zhou, C Liu, W Shen, Z Dong, Z Chen, P Huang, L Liu, X Liu, J Kang
Nanoscale research letters 12 (1), 1-5, 2018
142018
Cross-domain sentiment classification with contrastive learning and mutual information maximization
T Li, X Chen, S Zhang, Z Dong, K Keutzer
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021
122021
Hessian-aware pruning and optimal neural implant
S Yu, Z Yao, A Gholami, Z Dong, S Kim, MW Mahoney, K Keutzer
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2022
112022
RRAM based convolutional neural networks for high accuracy pattern recognition and online learning tasks
Z Dong, Z Zhou, ZF Li, C Liu, YN Jiang, P Huang, LF Liu, XY Liu, JF Kang
Silicon Nanoelectronics Workshop (SNW), 145-146, 2018
112018
A survey of quantization methods for efficient neural network inference
A Gholami, S Kim, Z Dong, Z Yao, MW Mahoney, K Keutzer
arXiv preprint arXiv:2103.13630, 2022
102022
HAO: Hardware-aware Neural Architecture Optimization for Efficient Inference
Z Dong, Y Gao, Q Huang, J Wawrzynek, HKH So, K Keutzer
2021 IEEE 29th Annual International Symposium on Field-Programmable Custom …, 2021
92021
Binary Resistive-Switching-Device-Based Electronic Synapse with Spike-Rate-Dependent Plasticity for Online Learning
P Huang, Z Li, Z Dong, R Han, Z Zhou, D Zhu, L Liu, X Liu, J Kang
ACS Applied Electronic Materials 1 (6), 845-853, 2019
92019
Applications and techniques for fast machine learning in science
AMC Deiana, N Tran, J Agar, M Blott, G Di Guglielmo, J Duarte, P Harris, ...
Frontiers in big Data 5, 2022
62022
Cross-domain sentiment classification with in-domain contrastive learning
T Li, X Chen, S Zhang, Z Dong, K Keutzer
arXiv preprint arXiv:2012.02943, 2020
42020
Algorithm-hardware co-design for deformable convolution
Q Huang, D Wang, Y Gao, Y Cai, Z Dong, B Wu, K Keutzer, J Wawrzynek
2019 NeurIPS Edition (EMC2-NIPS) Fifth Workshop on Energy Efficient Machine …, 2019
32019
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