Lei Deng

134 papers A* 15A 4B 1Misc 1Journal 105Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
Adaptive dendritic plasticity in brain-inspired dynamic neural networks for enhanced multi-timescale feature extraction.
Neural Networks
Jiayi Mao, Hanle Zheng, Huifeng Yin, Hanxiao Fan, Lingrui Mei, Hao Guo, Yao Li, Jibin Wu, Jing Pei, Lei Deng
2026 J jnl
Advancing the forward-forward algorithm towards high-performance deep local learning.
Neural Networks
Siyuan Xu, Yujie Wu, Jibin Wu, Lei Deng, Mingkun Xu, Qinghao Wen, Guoqi Li
2026 J jnl
Joint Relative Localization and Formation Control for Multiagent Systems With Nonpersistent Excitation.
IEEE Trans. Ind. Electron.
Yue Wang, Qingkai Yang, Hao Cui, Jie Huang, Lei Deng, Fu Zhang, Hao Fang, Jie Chen
2026 J jnl
Temporal local attention with adaptive decoding: Enhancing spiking neural networks for temporal computing applications.
Neural Networks
Hanxiao Fan, Hanle Zheng, Zikai Wang, Jiayi Mao, Huifeng Yin, Hao Guo, Lei Deng
2026 J jnl
eBrainISA: Edge-Oriented Instruction Set Architecture for Hybrid Brain-Inspired Computing.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xiaojun Qi, Yujie Ying, Zhong Zheng, Ziyi Yang, Ling Liang, Zegang Peng, Yifan Hu, Siying Liu, Zhuo Zou, Lei Deng
2025 — conf
A GCN Accelerator with Unified Architecture.
ICA3PP (1)
Meng Wu, Mingyu Yan, Lei Deng, Wenming Li, Zhimin Zhang, Xiaochun Ye, Dongrui Fan
2025 J jnl
Adaptive Synaptic Scaling in Spiking Networks for Continual Learning and Enhanced Robustness.
IEEE Trans. Neural Networks Learn. Syst.
Mingkun Xu, Faqiang Liu, Yifan Hu, Hongyi Li, Yuanyuan Wei, Shuai Zhong, Jing Pei, Lei Deng
2025 J jnl
Advancing Spiking Neural Networks Toward Deep Residual Learning.
IEEE Trans. Neural Networks Learn. Syst.
Yifan Hu, Lei Deng, Yujie Wu, Man Yao, Guoqi Li
2025 J jnl
DropNaE: Alleviating irregularity for large-scale graph representation learning.
Neural Networks
Xin Liu, Xunbin Xiong, Mingyu Yan, Runzhen Xue, Shirui Pan, Songwen Pei, Lei Deng, Xiaochun Ye, Dongrui Fan
2025 J jnl
EventDiff: A Unified and Efficient Diffusion Model Framework for Event-based Video Frame Interpolation.
CoRR
Hanle Zheng, Xujie Han, Zegang Peng, Shangbin Zhang, Guangxun Du, Zhuo Zou, Xilin Wang, Jibin Wu, Hao Guo, Lei Deng
2025 J jnl
General and stable emulation of finite state machines with spiking neural networks.
Neuromorph. Comput. Eng.
Ziyang Sun, Zhong Zheng, Binying Zhang, Hanle Zheng, Zikai Wang, Hao Guo, Lei Deng
2025 J jnl
ISTASTrack: Bridging ANN and SNN via ISTA Adapter for RGB-Event Tracking.
CoRR
Siying Liu, Zikai Wang, Hanle Zheng, Yifan Hu, Xilin Wang, Qingkai Yang, Jibin Wu, Hao Guo, Lei Deng
2025 J jnl
Knowledge distillation for spiking neural networks: aligning features and saliency.
Neuromorph. Comput. Eng.
Yifan Hu, Guoqi Li, Lei Deng
2024 J jnl
Brain-Inspired Computing: A Systematic Survey and Future Trends.
Proc. IEEE
Guoqi Li, Lei Deng, Huajin Tang, Gang Pan, Yonghong Tian, Kaushik Roy, Wolfgang Maass
2024 J jnl
Corrections to "Brain-Inspired Computing: A Systematic Survey and Future Trends".
Proc. IEEE
Guoqi Li, Lei Deng, Huajin Tang, Gang Pan, Yonghong Tian, Kaushik Roy, Wolfgang Maass
2024 J jnl
Distance-Forward Learning: Enhancing the Forward-Forward Algorithm Towards High-Performance On-Chip Learning.
CoRR
Yujie Wu, Siyuan Xu, Jibin Wu, Lei Deng, Mingkun Xu, Qinghao Wen, Guoqi Li
2024 J jnl
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II.
Frontiers Comput. Neurosci.
Lei Deng, Huajin Tang, Kaushik Roy
2024 J jnl
Enhancing Graph Representation Learning with Attention-Driven Spiking Neural Networks.
CoRR
Huifeng Yin, Mingkun Xu, Jing Pei, Lei Deng
2024 J jnl
Spike Attention Coding for Spiking Neural Networks.
IEEE Trans. Neural Networks Learn. Syst.
Jiawen Liu, Yifan Hu, Guoqi Li, Jing Pei, Lei Deng
2024 J jnl
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks.
CoRR
Huifeng Yin, Hanle Zheng, Jiayi Mao, Siyuan Ding, Xing Liu, Mingkun Xu, Yifan Hu, Jing Pei, Lei Deng
2024 J jnl
Understanding the functional roles of modelling components in spiking neural networks.
Neuromorph. Comput. Eng.
Huifeng Yin, Hanle Zheng, Jiayi Mao, Siyuan Ding, Xing Liu, Mingkun Xu, Yifan Hu, Jing Pei, Lei Deng
2024 J jnl
Unveiling the Potential of Spiking Dynamics in Graph Representation Learning through Spatial-Temporal Normalization and Coding Strategies.
CoRR
Mingkun Xu, Huifeng Yin, Yujie Wu, Guoqi Li, Faqiang Liu, Jing Pei, Shuai Zhong, Lei Deng
2023 — conf
A Unified Structured Framework for AGI: Bridging Cognition and Neuromorphic Computing.
AGI
Mingkun Xu, Hao Zheng, Jing Pei, Lei Deng
2023 J jnl
Attention Spiking Neural Networks.
IEEE Trans. Pattern Anal. Mach. Intell.
Man Yao, Guangshe Zhao, Hengyu Zhang, Yifan Hu, Lei Deng, Yonghong Tian, Bo Xu, Guoqi Li
2023 J jnl
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization.
IEEE Trans. Neural Networks Learn. Syst.
Lei Deng, Yujie Wu, Yifan Hu, Ling Liang, Guoqi Li, Xing Hu, Yufei Ding, Peng Li, Yuan Xie
2023 J jnl
Exploring Adversarial Attack in Spiking Neural Networks With Spike-Compatible Gradient.
IEEE Trans. Neural Networks Learn. Syst.
Ling Liang, Xing Hu, Lei Deng, Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie
2023 J jnl
Kronecker CP Decomposition With Fast Multiplication for Compressing RNNs.
IEEE Trans. Neural Networks Learn. Syst.
Dingheng Wang, Bijiao Wu, Guangshe Zhao, Man Yao, Hengnu Chen, Lei Deng, Tianyi Yan, Guoqi Li
2023 J jnl
Multi-grained system integration for hybrid-paradigm brain-inspired computing.
Sci. China Inf. Sci.
Jing Pei, Lei Deng, Cheng Ma, Xue Liu, Luping Shi
2023 J jnl
NP-Hardness of Tensor Network Contraction Ordering.
CoRR
Jianyu Xu, Hanwen Zhang, Ling Liang, Lei Deng, Yuan Xie, Guoqi Li
2022 J jnl
A Comprehensive and Modularized Statistical Framework for Gradient Norm Equality in Deep Neural Networks.
IEEE Trans. Pattern Anal. Mach. Intell.
Zhaodong Chen, Lei Deng, Bangyan Wang, Guoqi Li, Yuan Xie
2022 J jnl
A Systematic View of Model Leakage Risks in Deep Neural Network Systems.
IEEE Trans. Computers
Xing Hu, Ling Liang, Xiaobing Chen, Lei Deng, Yu Ji, Yufei Ding, Zidong Du, Qi Guo, Timothy Sherwood, Yuan Xie
2022 A* conf
A one-for-all and
ASPLOS
Bangyan Wang, Lei Deng, Fei Sun, Guohao Dai, Liu Liu, Yu Wang, Yuan Xie
2022 A conf
Accelerating Spatiotemporal Supervised Training of Large-Scale Spiking Neural Networks on GPU.
DATE
Ling Liang, Zhaodong Chen, Lei Deng, Fengbin Tu, Guoqi Li, Yuan Xie
2022 J jnl
Attention Spiking Neural Networks.
CoRR
Man Yao, Guangshe Zhao, Hengyu Zhang, Yifan Hu, Lei Deng, Yonghong Tian, Bo Xu, Guoqi Li
2022 J jnl
Efficient Processing of Sparse Tensor Decomposition via Unified Abstraction and PE-Interactive Architecture.
IEEE Trans. Computers
Bangyan Wang, Lei Deng, Zheng Qu, Shuangchen Li, Zheng Zhang, Yuan Xie
2022 J jnl
General spiking neural network framework for the learning trajectory from a noisy mmWave radar.
Neuromorph. Comput. Eng.
Xin Liu, Mingyu Yan, Lei Deng, Yujie Wu, De Han, Guoqi Li, Xiaochun Ye, Dongrui Fan
2022 J jnl
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Ling Liang, Zheng Qu, Zhaodong Chen, Fengbin Tu, Yujie Wu, Lei Deng, Guoqi Li, Peng Li, Yuan Xie
2022 J jnl
Hardware-Enabled Efficient Data Processing With Tensor-Train Decomposition.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Zheng Qu, Lei Deng, Bangyan Wang, Hengnu Chen, Jilan Lin, Ling Liang, Guoqi Li, Zheng Zhang, Yuan Xie
2022 J jnl
Rubik: A Hierarchical Architecture for Efficient Graph Neural Network Training.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xiaobing Chen, Yuke Wang, Xinfeng Xie, Xing Hu, Abanti Basak, Ling Liang, Mingyu Yan, Lei Deng, Yufei Ding, Zidong Du, Yuan Xie
2022 J jnl
STPAcc: Structural TI-Based Pruning for Accelerating Distance-Related Algorithms on CPU-FPGA Platforms.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yuke Wang, Boyuan Feng, Gushu Li, Lei Deng, Yuan Xie, Yufei Ding
2022 J jnl
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey.
IEEE CAA J. Autom. Sinica
Xin Liu, Mingyu Yan, Lei Deng, Guoqi Li, Xiaochun Ye, Dongrui Fan
2022 J jnl
Spatiotemporal Input Control: Leveraging Temporal Variation in Network Dynamics.
IEEE CAA J. Autom. Sinica
Yihan Lin, Jiawei Sun, Guoqi Li, Gaoxi Xiao, Changyun Wen, Lei Deng, Harry Eugene Stanley
2022 — conf
Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions.
CICC
Arindam Basu, Lei Deng, Charlotte Frenkel, Xueyong Zhang
2022 J jnl
Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions.
CoRR
Arindam Basu, Charlotte Frenkel, Lei Deng, Xueyong Zhang
2022 A* conf
Survey on Graph Neural Network Acceleration: An Algorithmic Perspective.
IJCAI
Xin Liu, Mingyu Yan, Lei Deng, Guoqi Li, Xiaochun Ye, Dongrui Fan, Shirui Pan, Yuan Xie
2022 J jnl
Survey on Graph Neural Network Acceleration: An Algorithmic Perspective.
CoRR
Xin Liu, Mingyu Yan, Lei Deng, Guoqi Li, Xiaochun Ye, Dongrui Fan, Shirui Pan, Yuan Xie
2022 A* conf
Toward Robust Spiking Neural Network Against Adversarial Perturbation.
NeurIPS
Ling Liang, Kaidi Xu, Xing Hu, Lei Deng, Yuan Xie
2022 J jnl
Toward Robust Spiking Neural Network Against Adversarial Perturbation.
CoRR
Ling Liang, Kaidi Xu, Xing Hu, Lei Deng, Yuan Xie
2022 J jnl
Towards efficient full 8-bit integer DNN online training on resource-limited devices without batch normalization.
Neurocomputing
Yukuan Yang, Xiaowei Chi, Lei Deng, Tianyi Yan, Feng Gao, Guoqi Li
2021 J jnl
Advancing Residual Learning towards Powerful Deep Spiking Neural Networks.
CoRR
Yifan Hu, Yujie Wu, Lei Deng, Guoqi Li
2021 J jnl
Core Placement Optimization for Multi-chip Many-core Neural Network Systems with Reinforcement Learning.
ACM Trans. Design Autom. Electr. Syst.
Nan Wu, Lei Deng, Guoqi Li, Yuan Xie
2021 J jnl
ES-ImageNet: A Million Event-Stream Classification Dataset for Spiking Neural Networks.
CoRR
Yihan Lin, Wei Ding, Shaohua Qiang, Lei Deng, Guoqi Li
2021 J jnl
Editorial: Understanding and Bridging the Gap Between Neuromorphic Computing and Machine Learning.
Frontiers Comput. Neurosci.
Lei Deng, Huajin Tang, Kaushik Roy
2021 J jnl
Effective and Efficient Batch Normalization Using a Few Uncorrelated Data for Statistics Estimation.
IEEE Trans. Neural Networks Learn. Syst.
Zhaodong Chen, Lei Deng, Guoqi Li, Jiawei Sun, Xing Hu, Ling Liang, Yufei Ding, Yuan Xie
2021 A* conf
Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning.
IJCAI
Mingkun Xu, Yujie Wu, Lei Deng, Faqiang Liu, Guoqi Li, Jing Pei
2021 J jnl
Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning.
CoRR
Mingkun Xu, Yujie Wu, Lei Deng, Faqiang Liu, Guoqi Li, Jing Pei
2021 J jnl
Fast Search of the Optimal Contraction Sequence in Tensor Networks.
IEEE J. Sel. Top. Signal Process.
Ling Liang, Jianyu Xu, Lei Deng, Mingyu Yan, Xing Hu, Zheng Zhang, Guoqi Li, Yuan Xie
2021 A* conf
GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs.
OSDI
Yuke Wang, Boyuan Feng, Gushu Li, Shuangchen Li, Lei Deng, Yuan Xie, Yufei Ding
2021 A* conf
Going Deeper With Directly-Trained Larger Spiking Neural Networks.
AAAI
Hanle Zheng, Yujie Wu, Lei Deng, Yifan Hu, Guoqi Li
2021 J jnl
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks.
CoRR
Ling Liang, Zheng Qu, Zhaodong Chen, Fengbin Tu, Yujie Wu, Lei Deng, Guoqi Li, Peng Li, Yuan Xie
2021 J jnl
Hardware Acceleration for GCNs via Bidirectional Fusion.
IEEE Comput. Archit. Lett.
Han Li, Mingyu Yan, Xiaocheng Yang, Lei Deng, Wenming Li, Xiaochun Ye, Dongrui Fan, Yuan Xie
2021 J jnl
Nonlinear tensor train format for deep neural network compression.
Neural Networks
Dingheng Wang, Guangshe Zhao, Hengnu Chen, Zhexian Liu, Lei Deng, Guoqi Li
2021 J jnl
Practical Attacks on Deep Neural Networks by Memory Trojaning.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xing Hu, Yang Zhao, Lei Deng, Ling Liang, Pengfei Zuo, Jing Ye, Yingyan Lin, Yuan Xie
2021 J jnl
QTTNet: Quantized tensor train neural networks for 3D object and video recognition.
Neural Networks
Donghyun Lee, Dingheng Wang, Yukuan Yang, Lei Deng, Guangshe Zhao, Guoqi Li
2021 J jnl
Sampling methods for efficient training of graph convolutional networks: A survey.
CoRR
Xin Liu, Mingyu Yan, Lei Deng, Guoqi Li, Xiaochun Ye, Dongrui Fan
2021 A* conf
SpaceA: Sparse Matrix Vector Multiplication on Processing-in-Memory Accelerator.
HPCA
Xinfeng Xie, Zheng Liang, Peng Gu, Abanti Basak, Lei Deng, Ling Liang, Xing Hu, Yuan Xie
2021 J jnl
Target Controllability of Two-Layer Multiplex Networks Based on Network Flow Theory.
IEEE Trans. Cybern.
Kun Song, Guoqi Li, Xumin Chen, Lei Deng, Gaoxi Xiao, Fei Zeng, Pei Jing
2021 J jnl
Tensor train decomposition for solving large-scale linear equations.
Neurocomputing
Hengnu Chen, Lei Deng, Zheng Qu, Ling Liang, Tianyi Yan, Yuan Xie, Guoqi Li
2021 B conf
TiAcc: Triangle-inequality based Hardware Accelerator for K-means on FPGAs.
CCGRID
Yuke Wang, Boyuan Feng, Gushu Li, Georgios Tzimpragos, Lei Deng, Yuan Xie, Yufei Ding
2021 J jnl
Towards Efficient Full 8-bit Integer DNN Online Training on Resource-limited Devices without Batch Normalization.
CoRR
Yukuan Yang, Xiaowei Chi, Lei Deng, Tianyi Yan, Feng Gao, Guoqi Li
2021 J jnl
Training and inference for integer-based semantic segmentation network.
Neurocomputing
Jiayi Yang, Lei Deng, Yukuan Yang, Yuan Xie, Guoqi Li
2020 J jnl
A Comprehensive and Modularized Statistical Framework for Gradient Norm Equality in Deep Neural Networks.
CoRR
Zhaodong Chen, Lei Deng, Bangyan Wang, Guoqi Li, Yuan Xie
2020 J jnl
A deadlock-free physical mapping method on the many-core neural network chip.
Neurocomputing
Cheng Ma, Qi Zhao, Guoqi Li, Lei Deng, Guanrui Wang
2020 A* conf
Boosting Deep Neural Network Efficiency with Dual-Module Inference.
ICML
Liu Liu, Lei Deng, Zhaodong Chen, Yuke Wang, Shuangchen Li, Jingwei Zhang, Yihua Yang, Zhenyu Gu, Yufei Ding, Yuan Xie
2020 J jnl
Brain-inspired global-local hybrid learning towards human-like intelligence.
CoRR
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
2020 J jnl
Characterizing and Understanding GCNs on GPU.
IEEE Comput. Archit. Lett.
Mingyu Yan, Zhaodong Chen, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie
2020 J jnl
Characterizing and Understanding GCNs on GPU.
CoRR
Mingyu Yan, Zhaodong Chen, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie
2020 J jnl
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences.
CoRR
Weihua He, Yujie Wu, Lei Deng, Guoqi Li, Haoyu Wang, Yang Tian, Wei Ding, Wenhui Wang, Yuan Xie
2020 J jnl
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences.
Neural Networks
Weihua He, Yujie Wu, Lei Deng, Guoqi Li, Haoyu Wang, Yang Tian, Wei Ding, Wenhui Wang, Yuan Xie
2020 J jnl
Compressing 3DCNNs based on tensor train decomposition.
Neural Networks
Dingheng Wang, Guangshe Zhao, Guoqi Li, Lei Deng, Yang Wu
2020 A* conf
DUET: Boosting Deep Neural Network Efficiency on Dual-Module Architecture.
MICRO
Liu Liu, Zheng Qu, Lei Deng, Fengbin Tu, Shuangchen Li, Xing Hu, Zhenyu Gu, Yufei Ding, Yuan Xie
2020 A* conf
DeepSniffer: A DNN Model Extraction Framework Based on Learning Architectural Hints.
ASPLOS
Xing Hu, Ling Liang, Shuangchen Li, Lei Deng, Pengfei Zuo, Yu Ji, Xinfeng Xie, Yufei Ding, Chang Liu, Timothy Sherwood, Yuan Xie
2020 J jnl
Exploring Adversarial Attack in Spiking Neural Networks with Spike-Compatible Gradient.
CoRR
Ling Liang, Xing Hu, Lei Deng, Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie
2020 J jnl
GNNAdvisor: An Efficient Runtime System for GNN Acceleration on GPUs.
CoRR
Yuke Wang, Boyuan Feng, Gushu Li, Shuangchen Li, Lei Deng, Yuan Xie, Yufei Ding
2020 J jnl
Going Deeper With Directly-Trained Larger Spiking Neural Networks.
CoRR
Hanle Zheng, Yujie Wu, Lei Deng, Yifan Hu, Guoqi Li
2020 A* conf
HyGCN: A GCN Accelerator with Hybrid Architecture.
HPCA
Mingyu Yan, Lei Deng, Xing Hu, Ling Liang, Yujing Feng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie
2020 J jnl
HyGCN: A GCN Accelerator with Hybrid Architecture.
CoRR
Mingyu Yan, Lei Deng, Xing Hu, Ling Liang, Yujing Feng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie
2020 J jnl
Hybrid Tensor Decomposition in Neural Network Compression.
CoRR
Bijiao Wu, Dingheng Wang, Guangshe Zhao, Lei Deng, Guoqi Li
2020 J jnl
Hybrid tensor decomposition in neural network compression.
Neural Networks
Bijiao Wu, Dingheng Wang, Guangshe Zhao, Lei Deng, Guoqi Li
2020 J jnl
Kronecker CP Decomposition with Fast Multiplication for Compressing RNNs.
CoRR
Dingheng Wang, Bijiao Wu, Guangshe Zhao, Hengnu Chen, Lei Deng, Tianyi Yan, Guoqi Li
2020 J jnl
Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey.
Proc. IEEE
Lei Deng, Guoqi Li, Song Han, Luping Shi, Yuan Xie
2020 J jnl
Rethinking the performance comparison between SNNS and ANNS.
Neural Networks
Lei Deng, Yujie Wu, Xing Hu, Ling Liang, Yufei Ding, Guoqi Li, Guangshe Zhao, Peng Li, Yuan Xie
2020 J jnl
Rubik: A Hierarchical Architecture for Efficient Graph Learning.
CoRR
Xiaobing Chen, Yuke Wang, Xinfeng Xie, Xing Hu, Abanti Basak, Ling Liang, Mingyu Yan, Lei Deng, Yufei Ding, Zidong Du, Yunji Chen, Yuan Xie
2020 J jnl
Scanning the Issue.
Proc. IEEE
H.-S. Philip Wong, Kerem Akarvardar, Dimitri A. Antoniadis, Jeffrey Bokor, Chenming Hu, Tsu-Jae King Liu, Subhasish Mitra, James D. Plummer, Sayeef S. Salahuddin, Lei Deng, Xin-Guo Li, Song Han, Luping Shi, Yuan Xie, Elias Yaacoub, Mohamed-Slim Alouini, Ahmed Douik, Hayssam Dahrouj, Tareq Y. Al-Naffouri
2020 J jnl
SemiMap: A Semi-Folded Convolution Mapping for Speed-Overhead Balance on Crossbars.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Lei Deng, Yuan Xie, Ling Liang, Guanrui Wang, Liang Chang, Xing Hu, Xin Ma, Liu Liu, Jing Pei, Guoqi Li
2020 J jnl
Tianjic: A Unified and Scalable Chip Bridging Spike-Based and Continuous Neural Computation.
IEEE J. Solid State Circuits
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
2020 J jnl
Training and Inference for Integer-Based Semantic Segmentation Network.
CoRR
Jiayi Yang, Lei Deng, Yukuan Yang, Yuan Xie, Guoqi Li
2020 J jnl
Training high-performance and large-scale deep neural networks with full 8-bit integers.
Neural Networks
Yukuan Yang, Lei Deng, Shuang Wu, Tianyi Yan, Yuan Xie, Guoqi Li
2020 A conf
fuseGNN: Accelerating Graph Convolutional Neural Network Training on GPGPU.
ICCAD
Zhaodong Chen, Mingyu Yan, Maohua Zhu, Lei Deng, Guoqi Li, Shuangchen Li, Yuan Xie
2019 J jnl
AccD: A Compiler-based Framework for Accelerating Distance-related Algorithms on CPU-FPGA Platforms.
CoRR
Yuke Wang, Boyuan Feng, Gushu Li, Lei Deng, Yuan Xie, Yufei Ding
2019 A* conf
Alleviating Irregularity in Graph Analytics Acceleration: a Hardware/Software Co-Design Approach.
MICRO
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
2019 A conf
Balancing Memory Accesses for Energy-Efficient Graph Analytics Accelerators.
ISLPED
Mingyu Yan, Xing Hu, Shuangchen Li, Itir Akgun, Han Li, Xin Ma, Lei Deng, Xiaochun Ye, Zhimin Zhang, Dongrui Fan, Yuan Xie
2019 — conf
CNNWire: Boosting Convolutional Neural Network with Winograd on ReRAM based Accelerators.
ACM Great Lakes Symposium on VLSI
Jilan Lin, Shuangchen Li, Xing Hu, Lei Deng, Yuan Xie
2019 J jnl
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization.
CoRR
Lei Deng, Yujie Wu, Yifan Hu, Ling Liang, Guoqi Li, Xing Hu, Yufei Ding, Peng Li, Yuan Xie
2019 J jnl
DashNet: A Hybrid Artificial and Spiking Neural Network for High-speed Object Tracking.
CoRR
Zheyu Yang, Yujie Wu, Guanrui Wang, Yukuan Yang, Guoqi Li, Lei Deng, Jun Zhu, Luping Shi
2019 A* conf
Direct Training for Spiking Neural Networks: Faster, Larger, Better.
AAAI
Yujie Wu, Lei Deng, Guoqi Li, Jun Zhu, Yuan Xie, Luping Shi
2019 — conf
Dynamic Sparse Graph for Efficient Deep Learning.
ICLR (Poster)
Liu Liu, Lei Deng, Xing Hu, Maohua Zhu, Guoqi Li, Yufei Ding, Yuan Xie
2019 — conf
Efficient Mapping without Deadlock on the Many-core Neural Network Chip.
ICCA
Qi Zhao, Lei Deng, Guoqi Li, Guanrui Wang, Cheng Ma
2019 Misc conf
KPynq: A Work-Efficient Triangle-Inequality Based K-Means on FPGA.
FCCM
Yuke Wang, Zhaorui Zeng, Boyuan Feng, Lei Deng, Yufei Ding
2019 J jnl
KPynq: A Work-Efficient Triangle-Inequality based K-means on FPGA.
CoRR
Yuke Wang, Zhaorui Zeng, Boyuan Feng, Lei Deng, Yufei Ding
2019 J jnl
L1-Norm Batch Normalization for Efficient Training of Deep Neural Networks.
IEEE Trans. Neural Networks Learn. Syst.
Shuang Wu, Guoqi Li, Lei Deng, Liu Liu, Dong Wu, Yuan Xie, Luping Shi
2019 J jnl
Lossless Compression for 3DCNNs Based on Tensor Train Decomposition.
CoRR
Dingheng Wang, Guangshe Zhao, Guoqi Li, Lei Deng, Yang Wu
2019 A conf
Memory Trojan Attack on Neural Network Accelerators.
DATE
Yang Zhao, Xing Hu, Shuangchen Li, Jing Ye, Lei Deng, Yu Ji, Jianyu Xu, Dong Wu, Yuan Xie
2019 J jnl
Neural Network Model Extraction Attacks in Edge Devices by Hearing Architectural Hints.
CoRR
Xing Hu, Ling Liang, Lei Deng, Shuangchen Li, Xinfeng Xie, Yu Ji, Yufei Ding, Chang Liu, Timothy Sherwood, Yuan Xie
2019 J jnl
Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers.
CoRR
Yukuan Yang, Shuang Wu, Lei Deng, Tianyi Yan, Yuan Xie, Guoqi Li
2019 J jnl
Transfer Learning in General Lensless Imaging through Scattering Media.
CoRR
Yukuan Yang, Lei Deng, Peng Jiao, Yansong Chua, Jing Pei, Cheng Ma, Guoqi Li
2018 J jnl
Batch Normalization Sampling.
CoRR
Zhaodong Chen, Lei Deng, Guoqi Li, Jiawei Sun, Xing Hu, Xin Ma, Yuan Xie
2018 J jnl
Crossbar-Aware Neural Network Pruning.
IEEE Access
Ling Liang, Lei Deng, Yueling Zeng, Xing Hu, Yu Ji, Xin Ma, Guoqi Li, Yuan Xie
2018 J jnl
Crossbar-aware neural network pruning.
CoRR
Ling Liang, Lei Deng, Yueling Zeng, Xing Hu, Yu Ji, Xin Ma, Guoqi Li, Yuan Xie
2018 J jnl
Direct Training for Spiking Neural Networks: Faster, Larger, Better.
CoRR
Yujie Wu, Lei Deng, Guoqi Li, Jun Zhu, Luping Shi
2018 J jnl
Dynamic Sparse Graph for Efficient Deep Learning.
CoRR
Liu Liu, Lei Deng, Xing Hu, Maohua Zhu, Guoqi Li, Yufei Ding, Yuan Xie
2018 J jnl
GXNOR-Net: Training deep neural networks with ternary weights and activations without full-precision memory under a unified discretization framework.
Neural Networks
Lei Deng, Peng Jiao, Jing Pei, Zhenzhi Wu, Guoqi Li
2018 A* conf
HitNet: Hybrid Ternary Recurrent Neural Network.
NeurIPS
Peiqi Wang, Xinfeng Xie, Lei Deng, Guoqi Li, Dongsheng Wang, Yuan Xie
2018 J jnl
In-memory multiplication engine with SOT-MRAM based stochastic computing.
CoRR
Xin Ma, Liang Chang, Shuangchen Li, Lei Deng, Yufei Ding, Yuan Xie
2018 J jnl
L1-Norm Batch Normalization for Efficient Training of Deep Neural Networks.
CoRR
Shuang Wu, Guoqi Li, Lei Deng, Liu Liu, Yuan Xie, Luping Shi
2018 A* conf
TETRIS: TilE-matching the TRemendous Irregular Sparsity.
NeurIPS
Yu Ji, Ling Liang, Lei Deng, Youyang Zhang, Youhui Zhang, Yuan Xie
2018 J jnl
Towards a Unified Framework of Matrix Derivatives.
IEEE Access
Jianyu Xu, Guoqi Li, Changyun Wen, Kun Wu, Lei Deng
2018 J jnl
Towards the minimum-cost control of target nodes in directed networks with linear dynamics.
J. Frankl. Inst.
Leitao Gao, Guangshe Zhao, Guoqi Li, Lei Deng, Fei Zeng
2018 J jnl
Training deep neural networks with discrete state transition.
Neurocomputing
Guoqi Li, Lei Deng, Lei Tian, Haotian Cui, Wentao Han, Jing Pei, Luping Shi
2017 J jnl
Gated XNOR Networks: Deep Neural Networks with Ternary Weights and Activations under a Unified Discretization Framework.
CoRR
Lei Deng, Peng Jiao, Jing Pei, Zhenzhi Wu, Guoqi Li
2017 J jnl
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks.
CoRR
Yujie Wu, Lei Deng, Guoqi Li, Jun Zhu, Luping Shi
2016 J jnl
Hierarchical Chunking of Sequential Memory on Neuromorphic Architecture with Reduced Synaptic Plasticity.
Frontiers Comput. Neurosci.
Guoqi Li, Lei Deng, Dong Wang, Wei Wang, Fei Zeng, Ziyang Zhang, Huanglong Li, Sen Song, Pei Jing, Luping Shi
2015 — conf
A new computing rule for neuromorphic engineering.
NVMTS
Lei Deng, Dong Wang, Guoqi Li, Ziyang Zhang, Jing Pei
2015 — conf
FPGA-based neuromorphic computing system with a scalable routing network.
NVMTS
Dong Wang, Lei Deng, Pei Tang, Cheng Ma, Jing Pei