SpikeX: Exploring Accelerator Architecture and Network-Hardware Co-Optimization for Sparse Spiking Neural Networks

18 May 2025

Papers citing "SpikeX: Exploring Accelerator Architecture and Network-Hardware Co-Optimization for Sparse Spiking Neural Networks"

17 / 17 papers shown

Title
Towards 3D Acceleration for low-power Mixture-of-Experts and Multi-Head Attention Spiking Transformers Boxun Xu Junyoung Hwang Pruek Vanna-iampikul Yuxuan Yin Sung Kyu Lim Peng Li MoE 81 1 0 07 Dec 2024
Trimming Down Large Spiking Vision Transformers via Heterogeneous Quantization Search Boxun Xu Yufei Song Peng Li MQ 93 1 0 07 Dec 2024
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
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 63 8 0 06 Sep 2023
MINT: Multiplier-less INTeger Quantization for Energy Efficient Spiking Neural Networks Ruokai Yin Yuhang Li Abhishek Moitra Priyadarshini Panda MQ 59 13 0 16 May 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 83 21 0 13 Feb 2023
Sparse Compressed Spiking Neural Network Accelerator for Object Detection Hong-Han Lien Tian-Sheuan Chang 55 28 0 02 May 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 115 55 0 11 Apr 2022
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks Ling Liang Zheng Qu Zhaodong Chen Fengbin Tu Yujie Wu Lei Deng Guoqi Li Peng Li Yuan Xie 69 28 0 25 Jul 2021
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 109 54 0 27 Mar 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 85 225 0 24 Feb 2020
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 74 124 0 18 Aug 2019
SCALE-Sim: Systolic CNN Accelerator Simulator A. Samajdar Yuhao Zhu P. Whatmough Matthew Mattina Tushar Krishna 110 137 0 16 Oct 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 92 754 0 05 Sep 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 101 176 0 21 May 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 102 1,085 0 22 Apr 2018
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 239 4,662 0 16 Apr 2017