Workload-Balanced Pruning for Sparse Spiking Neural Networks

Workload-Balanced Pruning for Sparse Spiking Neural Networks

13 February 2023

Youngeun Kim

Yuhang Li

Abhishek Moitra

Priyadarshini Panda

Papers citing "Workload-Balanced Pruning for Sparse Spiking Neural Networks"

11 / 11 papers shown

Title
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 16 1 0 29 Sep 2024
Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models Rishav Mukherji Mark Schöne Khaleelulla Khan Nazeer Christian Mayr David Kappel Anand Subramoney 32 1 0 01 May 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
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 8 3 0 15 Jan 2024
Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference Rishav Mukherji Mark Schöne Khaleelulla Khan Nazeer Christian Mayr Anand Subramoney 17 2 0 13 Nov 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 17 7 0 06 Sep 2023
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 8 1 0 15 Dec 2022
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 116 197 0 28 Feb 2021
The Lottery Ticket Hypothesis for Object Recognition Sharath Girish Shishira R. Maiya Kamal Gupta Hao Chen L. Davis Abhinav Shrivastava 73 60 0 08 Dec 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 148 345 0 23 Jul 2020
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 116 292 0 04 May 2020