Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks

26 April 2021

Papers citing "Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks"

19 / 19 papers shown

Title
Memory-Free and Parallel Computation for Quantized Spiking Neural Networks Dehao Zhang Shuai Wang Yichen Xiao Wenjie Wei Yimeng Shan Malu Zhang Y. Yang MQ 41 0 0 25 Feb 2025
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 28 1 0 29 Sep 2024
Synaptic Modulation using Interspike Intervals Increases Energy Efficiency of Spiking Neural Networks Dylan Adams Magda Zajaczkowska Ashiq Anjum Andrea Soltoggio Shirin Dora 27 0 0 06 Aug 2024
Ternary Spike-based Neuromorphic Signal Processing System Shuai Wang Dehao Zhang A. Belatreche Yichen Xiao Hongyu Qing Wenjie We Malu Zhang Yang Yang 37 7 0 07 Jul 2024
Toward Efficient Deep Spiking Neuron Networks:A Survey On Compression Hui Xie Ge Yang Wenjuan Gao 32 1 0 03 Jun 2024
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning Yaxin Li Qi Xu Jiangrong Shen Hongming Xu Long Chen Gang Pan 41 5 0 03 Jun 2024
SQUAT: Stateful Quantization-Aware Training in Recurrent Spiking Neural Networks Sreyes P. Venkatesh Razvan Marinescu Jason Eshraghian MQ 35 5 0 15 Apr 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 36 8 0 06 Mar 2024
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 17 7 0 06 Sep 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 25 3 0 09 Aug 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 69 46 0 31 May 2023
Input-Aware Dynamic Timestep Spiking Neural Networks for Efficient In-Memory Computing Yuhang Li Abhishek Moitra Tamar Geller Priyadarshini Panda 16 19 0 27 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 28 10 0 26 May 2023
MINT: Multiplier-less INTeger Quantization for Energy Efficient Spiking Neural Networks Ruokai Yin Yuhang Li Abhishek Moitra Priyadarshini Panda MQ 16 10 0 16 May 2023
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks Clemens J. S. Schaefer Pooria Taheri Mark Horeni Siddharth Joshi 24 11 0 08 Feb 2023
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 19 32 0 26 Nov 2022
Energy-efficient Knowledge Distillation for Spiking Neural Networks Dongjin Lee Seongsik Park Jongwan Kim Wuhyeong Doh Sungroh Yoon 16 11 0 14 Jun 2021
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 121 293 0 04 May 2020
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 114 85 0 23 Mar 2020