Publications

Google Scholar

Journals

Lei Deng (correspondence), Huajin Tang, Kaushik Roy.
Frontiers in Computational Neuroscience 15, 665662 (2021).

Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization. (pdf)

Lei Deng, Yujie Wu, Yifan Hu, Ling Liang, Guoqi Li, Xing Hu, Yufei Ding, Peng Li, Yuan Xie.
IEEE Transactions on Neural Networks and Learning Systems (2021).

Bangyan Wang, Lei Deng (correspondence), Zheng Qu, Zheng Zhang, Yuan Xie.
IEEE Transactions on Computers (2021).

Zheng Qu, Lei Deng (correspondence), Bangyan Wang, Hengnu Chen, Jilan Lin, Ling Liang, Guoqi Li, Zheng Zhang, Yuan Xie.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2021).

Ling Liang, Jianyu Xu, Lei Deng (correspondence), Mingyu Yan, Xing Hu, Zheng Zhang, Guoqi Li, Yuan Xie.
IEEE Journal of Selected Topics in Signal Processing 15, 574-586 (2021). (Cover Paper)

Ling Liang, Xing Hu, Lei Deng (correspondence), Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie.
IEEE Transactions on Neural Networks and Learning Systems (2021).

Xing Hu, Yang Zhao, Lei Deng (correspondence), Ling Liang, Pengfei Zuo, Jing Ye, Yingyan Lin, Yuan Xie.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 40, 1230-1243 (2021).

Zhaodong Chen, Lei Deng (co-first), Guoqi Li, Jiawei Sun, Xing Hu, Xin Ma, Yuan Xie.
IEEE Transactions on Neural Networks and Learning Systems 32, 348-362 (2021).

Hengnu Chen, Lei Deng, Zheng Qu, Ling Liang, Tianyi Yan, Yuan Xie, Guoqi Li.
Neurocomputing 464, 203-217 (2021).

Jiayi Yang, Lei Deng, Yukuan Yang, Yuan Xie.
Neurocomputing 454, 101-112 (2021).

Towards Efficient Full 8-bit Integer DNN Online Training on Resource-limited Devices without Batch Normalization. (pdf)

Yukuan Yang, Xiaowei Chi, Lei Deng, Tianyi Yan, Feng Gao, Guoqi Li.
Submitted to Neurocomputing (2021).

PLSAV: Parallel Loop Searching and Verifying for Loop Closure Detection. (pdf)

Zhe Yang, Yun Pan, Lei Deng, Yuan Xie, Ruohong Huan.
IET Intelligent Transport Systems, 1-16 (2021).

Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey. (Accepted)

Xin Liu, Mingyu Yan, Lei Deng, Guoqi Li, Xiaochun Ye, Dongrui Fan.
IEEE/CAA Journal of Automatica Sinica (2021).

Donghyun Lee, Dingheng Wang, Yukuan Yang, Lei Deng, Guangshe Zhao, Guoqi Li.
Neural Networks (2021).

Yuke Wang, Boyuan Feng, Gushu Li, Lei Deng, Yuan Xie, Yufei Ding.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2021).

Kun Song, Guoqi Li, Xumin Chen, Lei Deng, Gaoxi Xiao, Fei Zeng, Jing Pei.
IEEE Transactions on Cybernetics 51, 2699-2711 (2021).

Han Li, Mingyu Yan, Xiaocheng Yang, Lei Deng, Wenming Li, Xiaochun Ye, Dongrui Fan, Yuan Xie.
IEEE Computer Architecture Letters 20, 66-69 (2021).

Brain-inspired Global-Local Hybrid Learning towards Human-like Intelligence. (pdf)

Yujie Wu, Rong Zhao, Jun Zhu, Feng Chen, Mingkun Xu, Guoqi Li, Sen Song, Lei Deng, Guanrui Wang, Hao Zheng, Jing Pei, Youhui Zhang, Mingguo Zhao, Luping Shi.
Submitted to Nature Communications (2021).

Nonlinear Tensor Train Format for Deep Neural Network Compression. (Accept)

Dingheng Wang, Guangshe Zhao, Hengnu Chen, Zhexian Liu, Lei Deng, Guoqi Li.
Neural Networks (2021).

Dingheng Wang, Bijiao Wu, Guangshe Zhao, Man Yao, Hengnu Chen, Lei Deng, Tianyi Yan, Guoqi Li.
IEEE Transactions on Neural Networks and Learning Systems (2021).

Xiaobing Chen, Yuke Wang, Xinfeng Xie, Xing Hu, Abanti Basak, Ling Liang, Mingyu Yan, Lei Deng, Yufei Ding, Zidong Du, Yuan Xie.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2021).

Lei Deng, Guoqi Li, Song Han, Luping Shi, Yuan Xie.
Proceedings of the IEEE 108, 485-532 (2020).

Lei Deng, Guanrui Wang, Guoqi Li, Shuangchen Li, Ling Liang, Maohua Zhu, Yujie Wu, Zheyu Yang, Zhe Zou, Jing Pei, Zhenzhi Wu, Xing Hu, Yufei Ding, Wei He, Yuan Xie, Luping Shi.
IEEE Journal of Solid-State Circuits 55, 2228-2246 (2020).

Lei Deng, Yujie Wu, Xing Hu, Ling Liang, Yufei Ding, Guoqi Li, Guangshe Zhao, Peng Li, Yuan Xie.
Neural Networks 121, 294-307 (2020).

Lei Deng, Ling Liang, Guanrui Wang, Liang Chang, Xing Hu, Xin Ma, Liu Liu, Jing Pei, Guoqi Li, Yuan Xie.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 39, 117-130 (2020).

Weihua He, Yujie Wu, Lei Deng (correspondence), Guoqi Li, Haoyu Wang, Yang Tian, Wei Ding, Wenhui Wang, Yuan Xie.
Neural Networks 132, 108-120 (2020).

Nan Wu, Lei Deng (correspondence), Guoqi Li, Yuan Xie.
ACM Transactions on Design Automation and Electronic Systems 26, 1-27 (2020).

Zhaodong Chen, Lei Deng (co-first), Bangyan Wang, Guoqi Li, Yuan Xie.
IEEE Transactions on Pattern Analysis and Machine Intelligence (2020).

Yukuan Yang, Lei Deng (co-first), Shuang Wu, Tianyi Yan, Yuan Xie, Guoqi Li.
Neural Networks 125, 70-82 (2020).

Guoqi Li, Lei Deng (co-first), Yansong Chua, Peng Li, Emre O. Neftci, Haizhou Li.
Frontiers in Neuroscience 14, 276 (2020).

Mingyu Yan, Zhaodong Chen, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie.
IEEE Computer Architecture Letters 19, 22-25 (2020).

Dingheng Wang, Guangshe Zhao, Guoqi Li, Lei Deng, Yang Wu.
Neural Networks 131, 215-230 (2020).

Bijiao Wu, Dingheng Wang, Guangshe Zhao, Lei Deng, Guoqi Li.
Neural Networks 132, 309-320 (2020).

Cheng Ma, Qi Zhao, Guoqi Li, Lei Deng, Guanrui Wang.
Neurocomputing 401, 327-337 (2020).

Xinyi Li, Jianshi Tang, Qingtian Zhang, Bin Gao, J. Joshua Yang, Sen Song, Wei Wu, Wenqiang Zhang, Peng Yao, Ning Deng, Lei Deng, Yuan Xie, He Qian, Huaqiang Wu.
Nature Nanotechnology (2020).

Jing Pei, Lei Deng (co-first), Sen Song, Mingguo Zhao, Youhui Zhang, Shuang Wu, Guanrui Wang, Zhe Zou, Zhenzhi Wu, Wei He, Feng Chen, Ning Deng, Si Wu, Yu Wang, Yujie Wu, Zheyu Yang, Cheng Ma, Guoqi Li, Wentao Han, Huanglong Li, Huaqiang Wu, Rong Zhao, Yuan Xie, Luping Shi.
Nature 572, 106-111 (2019). (Cover Paper)

Jianyu Xu, Ling Liang, Lei Deng (correspondence), Changyun Wen, Yuan Xie, Guoqi Li.
Physical Review E 100, 043309 (2019).

Leitao Gao, Guangshe Zhao, Guoqi Li, Yuming Liu, Jiangshuai Huang, Lei Deng.
Physica A: Statistical Mechanics and its Applications 526, 120859 (2019).

Lei Deng, Peng Jiao, Jing Pei, Zhenzhi Wu, Guoqi Li.
Neural Networks 100, 49-58 (2018).

Lei Deng, Zhe Zou, Xin Ma, Ling Liang, Guanrui Wang, Xing Hu, Liu Liu, Jing Pei, Guoqi Li, Yuan Xie.
Frontiers in Neuroscience 12, 841 (2018).

Lei Deng, Guoqi Li, Jing Pei, Jiangshuai Huang.
ISA Transactions 76, 88-96 (2018).

Yujie Wu, Lei Deng (co-first), Guoqi Li, Jun Zhu, Luping Shi.
Frontiers in Neuroscience 12, 331 (2018).

Enabling Controlling Complex Networks with Local Topological Information. (pdf)

Guoqi Li, Lei Deng (co-first), Gaoxi Xiao, Pei Tang, Changyun Wen, Wuhua Hu, Jing Pei, Luping Shi, H. Eugene Stanley.
Scientific Reports 8, 4593 (2018).

Guoqi Li, Lei Deng (co-first), Lei Tian, Haotian Cui, Wentao Han, Jing Pei, Luping Shi.
Neurocomputing 272, 154-162 (2018).

Crossbar-Aware Neural Network Pruning. (pdf)

Ling Liang, Lei Deng (co-first), Yueling Zeng, Xing Hu, Yu Ji, Xin Ma, Guoqi Li, Yuan Xie.
IEEE Access 6, 58324-58337 (2018).

Shuang Wu, Guoqi Li, Lei Deng, Liu Liu, Dong Wu, Yuan Xie, Luping Shi.
IEEE Transactions on Neural Networks and Learning Systems 30, 2043-2051 (2018).

Leitao Gao, Guangshe Zhao, Guoqi Li, Lei Deng, Fei Zeng.
Journal of the Franklin Institute 355, 8141-8157 (2018).

Xin Ma, Guoqiang Yu, Seyed A. Razavi, Liang Chang, Lei Deng, Zhaodong Chu, Congli He, Kang L. Wang, Xiaoqin Li.
Physical Review B 98, 104428 (2018).

Towards a Unified Framework of Matrix Derivatives. (pdf)

Jianyu Xu, Guoqi Li, Changyun Wen, Kun Wu, Lei Deng.
IEEE Access 6, 47922-47934 (2018).

Lei Deng, Dong Wang, Ziyang Zhang, Pei Tang, Guoqi Li, Jing Pei.
Physics Letters A 380, 903-909 (2016).

Temperature based Restricted Boltzmann Machines. (pdf)

Guoqi Li, Lei Deng (co-first), Yi Xu, Changyun Wen, Wei Wang, Jing Pei, Luping Shi.
Scientific Reports 6, 19133 (2016).

Guoqi Li, Lei Deng (co-first), Dong Wang, Wei Wang, Fei Zeng, Ziyang Zhang, Huanglong Li, Sen Song, Jing Pei, Luping Shi.
Frontiers in Computational Neuroscience 10, 136 (2016).

Guoqi Li, Wuhua Hu, Gaoxi Xiao, Lei Deng, Pei Tang, Jing Pei, Luping Shi.
New Journal of Physics 10, 013012 (2016).

Complex Learning in Bio-plausible Memristive Networks. (pdf)

Lei Deng, Guoqi Li, Ning Deng, Dong Wang, Ziyang Zhang, Wei He, Huanglong Li, Jing Pei, Luping Shi.
Scientific Reports 5, 10684 (2015).

Conferences

Going Deeper with Directly-Trained Larger Spiking Neural Networks. (pdf)

Hanle Zheng, Yujie Wu, Lei Deng, Yifan Hu, Guoqi Li.
in AAAI Conference on Artificial Intelligence (AAAI), Virtual Event, February 2021. (acceptance rate: 21%)

Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning. (pdf)

Mingkun Xu, Yujie Wu, Lei Deng, Faqiang Liu, Guoqi Li, Jing Pei.
in International Joint Conference on Artificial Intelligence (IJCAI), Virtual Event, August 2021. (acceptance rate: 13.9%)

Xinfeng Xie, Zheng Liang, Peng Gu, Abanti Basak, Lei Deng, Ling Liang, Xing Hu, Yuan Xie.
in IEEE International Symposium on High Performance Computer Architecture (HPCA), Seoul, South Korea, July 2021. (acceptance rate: 24.4%)

GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs. (pdf)

Yuke Wang, Boyuan Feng, Gushu Li, Shuangchen Li, Lei Deng, Yuan Xie, Yufei Ding.
in USENIX Symposium on Operating Systems Design and Implementation (OSDI), Virtual Event, July 2021. (acceptance rate: 18.8%)

Yuke Wang, Boyuan Feng, Gushu Li, Georgios Tzimpragos, Lei Deng, Yuan Xie, Yufei Ding.
in IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid), Virtual Event, May 2021.

Liu Liu, Zheng Qu, Lei Deng, Fengbin Tu, Shuangchen Li, Xing Hu, Zhenyu Gu, Yufei Ding, Yuan Xie.
in IEEE/ACM International Symposium on Microarchitecture (MICRO), Athens, Greece, October 2020. (acceptance rate: 19.4%)

Boosting Deep Neural Network Efficiency with Dual-Module Inference. (pdf)

Liu Liu, Lei Deng (correspondence), Zhaodong Chen, Yuke Wang, Shuangchen Li, Jingwei Zhang, Yihua Yang, Zhenyu Gu, Yufei Ding, Yuan Xie.
in International Conference on Machine Learning (ICML), Virtual Event, July 2020. (acceptance rate: 21.8%)

Mingyu Yan, Lei Deng, Xing Hu, Ling Liang, Yujing Feng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie.
in IEEE International Symposium on High Performance Computer Architecture (HPCA), San Diego, USA, February 2020. (acceptance rate: 19.4%)

Yukuan Yang, Lei Deng, Peng Jiao, Yansong Chua, Jing Pei, Cheng Ma, Guoqi Li.
in IEEE Conference on Industrial Electronics and Applications (ICIEA), Kristiansand, Norway, June 2020.

Xing Hu, Ling Liang, Shuangchen Li, Lei Deng, Pengfei Zuo, Xinfeng Xie, Yu Ji, Yufei Ding, Chang Liu, Timothy Sherwood, Yuan Xie.
in International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), Lausanne, Switzerland, March 2020.

Zhaodong Chen, Mingyu Yan, Maohua Zhu, Lei Deng, Guoqi Li, Shuangchen Li, Yuan Xie.
in International Conference on Computer-Aided Design (ICCAD), Virtual Event, November 2020.

Dynamic Sparse Graph for Efficient Deep Learning. (pdf)

Liu Liu, Lei Deng (co-first), Xing Hu, Maohua Zhu, Guoqi Li, Yufei Ding, Yuan Xie.
in International Conference on Learning Representations (ICLR), New Orleans, USA, May 2019.

Yujie Wu, Lei Deng, Guoqi Li, Jun Zhu, Yuan Xie, Luping Shi.
in AAAI Conference on Artificial Intelligence (AAAI), Howaii, USA, January 2019. (acceptance rate: 16.2%; spotlight paper)

Qi Zhao, Lei Deng, Guoqi Li, Guanrui Wang, Cheng Ma.
in IEEE International Conference on Control & Automation (ICCA), Edinburgh, Scotland, July 2019.

Jilan Lin, Shuangchen Li, Xing Hu, Lei Deng, Yuan Xie.
in ACM Great Lakes Symposium on VLSI (GLVLSI), Washington DC, USA, May 2019.

Yang Zhao, Xing Hu, Shuangchen Li, Jing Ye, Lei Deng, Yu Ji, Jianyu Xu, Dong Wu, Yuan Xie.
in Design, Automation and Test in Europe (DATE), Florence, Italy, March 2019.

Mingyu Yan, Xing Hu, Shuangchen Li, Itir Akgun, Han Li, Xin Ma, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie.
in ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), Lausanne, Switzerland, July 2019.

Mingyu Yan, Xing Hu, Shuangchen Li, Abanti Basak, Han Li, Xin Ma, Itir Akgun, Yujing Feng, Peng Gu, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie.
in IEEE/ACM International Symposium on Microarchitecture (MICRO), Columbus, USA, October 2019.

TETRIS: Tile-matching the Tremendous Irregular Sparsity. (pdf)

Yu Ji, Ling Liang, Lei Deng, Youyang Zhang, Youhui Zhang, Yuan Xie.
in Advances in Neural Information Processing Systems (NeurIPS) 4115-4125, Montreal, Canada, December 2018. (acceptance rate: 20.8%)

HitNet: Hybrid Ternary Recurrent Neural Network. (pdf)

Peiqi Wang, Xinfeng Xie, Lei Deng, Guoqi Li, Dongsheng Wang, Yuan Xie.
in Advances in Neural Information Processing Systems (NeurIPS) 601-611, Montreal, Canada, December 2018. (acceptance rate: 20.8%)

Lei Deng, Dong Wang, Ziyang Zhang, Guoqi Li, Jing Pei.
in Non-Volatile Memory Technology Symposium (NVMTS), Beijing, China, October 2015.

Dong Wang, Lei Deng, Pei Tang, Cheng Ma, Jing Pei.
in Non-Volatile Memory Technology Symposium (NVMTS), Beijing, China, October 2015.

Luping Shi, Jing Pei, Ning Deng, Dong Wang, Lei Deng, Yu Wang, Youhui Zhang, Feng Chen, Mingguo Zhao, Sen Song, Fei Zeng, Guoqi Li, Huanglong Li, Cheng Ma.
in IEEE International Electron Devices Meeting (IEDM), Washington, DC, USA, December 2015.

Lei Deng, Ziyang Zhang, Dong Wang, Jing Pei, Luping Shi.
in IEEE International Nanoelectronics Conference (INEC), Sapporo, Japan, July 2014.