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Lei Deng (邓磊)
Lei Deng (邓磊)
Assistant Professor at Tsinghua University
Verified email at mail.tsinghua.edu.cn - Homepage
Title
Cited by
Cited by
Year
Spatio-temporal backpropagation for training high-performance spiking neural networks
Y Wu, L Deng, G Li, J Zhu, L Shi
Frontiers in neuroscience 12, 331, 2018
4672018
Towards artificial general intelligence with hybrid Tianjic chip architecture
J Pei, L Deng, S Song, M Zhao, Y Zhang, S Wu, G Wang, Z Zou, Z Wu, ...
Nature 572 (7767), 106, 2019
4242019
Model compression and hardware acceleration for neural networks: A comprehensive survey
L Deng, G Li, S Han, L Shi, Y Xie
Proceedings of the IEEE 108 (4), 485-532, 2020
3962020
Direct training for spiking neural networks: Faster, larger, better
Y Wu, L Deng, G Li, J Zhu, Y Xie, L Shi
Proceedings of the AAAI Conference on Artificial Intelligence 33, 1311-1318, 2019
2932019
Hygcn: A gcn accelerator with hybrid architecture
M Yan, L Deng, X Hu, L Liang, Y Feng, X Ye, Z Zhang, D Fan, Y Xie
2020 IEEE International Symposium on High Performance Computer Architecture …, 2020
1592020
GXNOR-Net: Training deep neural networks with ternary weights and activations without full-precision memory under a unified discretization framework
L Deng, P Jiao, J Pei, Z Wu, G Li
Neural Networks 100, 49-58, 2018
141*2018
-Norm Batch Normalization for Efficient Training of Deep Neural Networks
S Wu, G Li, L Deng, L Liu, D Wu, Y Xie, L Shi
IEEE transactions on neural networks and learning systems 30 (7), 2043-2051, 2018
1222018
Rethinking the performance comparison between SNNS and ANNS
L Deng, Y Wu, X Hu, L Liang, Y Ding, G Li, G Zhao, P Li, Y Xie
Neural networks 121, 294-307, 2020
1142020
Deepsniffer: A dnn model extraction framework based on learning architectural hints
X Hu, L Liang, S Li, L Deng, P Zuo, Y Ji, X Xie, Y Ding, C Liu, T Sherwood, ...
Proceedings of the Twenty-Fifth International Conference on Architectural …, 2020
96*2020
Going deeper with directly-trained larger spiking neural networks
H Zheng, Y Wu, L Deng, Y Hu, G Li
Proceedings of the AAAI Conference on Artificial Intelligence 35 (12), 11062 …, 2021
932021
Power-efficient neural network with artificial dendrites
X Li, J Tang, Q Zhang, B Gao, JJ Yang, S Song, W Wu, W Zhang, P Yao, ...
Nature Nanotechnology 15 (9), 776-782, 2020
822020
Training high-performance and large-scale deep neural networks with full 8-bit integers
Y Yang, L Deng, S Wu, T Yan, Y Xie, G Li
Neural Networks, 2020
702020
Minimum-cost control of complex networks
G Li, W Hu, G Xiao, L Deng, P Tang, J Pei, L Shi
New Journal of Physics 18 (1), 013012, 2015
682015
Alleviating irregularity in graph analytics acceleration: A hardware/software co-design approach
M Yan, X Hu, S Li, A Basak, H Li, X Ma, I Akgun, Y Feng, P Gu, L Deng, ...
Proceedings of the 52nd Annual IEEE/ACM International Symposium on …, 2019
592019
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences
W He, YJ Wu, L Deng, G Li, H Wang, Y Tian, W Ding, W Wang, Y Xie
Neural Networks 132, 108-120, 2020
572020
{GNNAdvisor}: An Adaptive and Efficient Runtime System for {GNN} Acceleration on {GPUs}
Y Wang, B Feng, G Li, S Li, L Deng, Y Xie, Y Ding
15th USENIX Symposium on Operating Systems Design and Implementation (OSDI …, 2021
542021
Tianjic: A unified and scalable chip bridging spike-based and continuous neural computation
L Deng, G Wang, G Li, S Li, L Liang, M Zhu, Y Wu, Z Yang, Z Zou, J Pei, ...
IEEE Journal of Solid-State Circuits 55 (8), 2228-2246, 2020
512020
Hitnet: Hybrid ternary recurrent neural network
P Wang, X Xie, L Deng, G Li, D Wang, Y Xie
Advances in Neural Information Processing Systems 31, 2018
482018
Temperature based restricted Boltzmann machines
G Li, L Deng, Y Xu, C Wen, W Wang, J Pei, L Shi
Scientific reports 6, 19133, 2016
462016
Development of a neuromorphic computing system
L Shi, J Pei, N Deng, D Wang, L Deng, Y Wang, Y Zhang, F Chen, M Zhao, ...
2015 IEEE international electron devices meeting (IEDM), 4.3. 1-4.3. 4, 2015
442015
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