H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking
Neural Networks

H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks

25 July 2021

Lei Deng

Peng Li

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Papers citing "H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks"

15 / 15 papers shown

Title
SpikeX: Exploring Accelerator Architecture and Network-Hardware Co-Optimization for Sparse Spiking Neural Networks Boxun Xu Richard Boone Peng Li 83 0 0 18 May 2025
Bishop: Sparsified Bundling Spiking Transformers on Heterogeneous Cores with Error-Constrained Pruning Boxun Xu Yuxuan Yin Vikram Iyer Peng Li MoE 81 0 0 18 May 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 166 1 0 28 Jan 2025
Spiking Transformer Hardware Accelerators in 3D Integration Boxun Xu Junyoung Hwang Pruek Vanna-iampikul Sung Kyu Lim Peng Li 56 2 0 11 Nov 2024
SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling Sai Sanjeet B. Sahoo Keshab K. Parhi 69 0 0 11 Jun 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 107 13 0 06 May 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 74 3 0 15 Jan 2024
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 63 8 0 06 Sep 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 64 12 0 26 May 2023
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks Abhishek Moitra Abhiroop Bhattacharjee Runcong Kuang Gokul Krishnan Yu Cao Priyadarshini Panda 55 21 0 24 Oct 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 72 16 0 12 Apr 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 112 55 0 11 Apr 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 104 92 0 23 Jan 2022
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 81 96 0 15 Dec 2021
Advancing Deep Residual Learning by Solving the Crux of Degradation in Spiking Neural Networks Yifan Hu Yujie Wu Lei Deng Guoqi Li 56 5 0 09 Dec 2021