Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales
for Pruning Recurrent SNN

Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN

6 March 2024

Biswadeep Chakraborty

Saibal Mukhopadhyay

Papers citing "Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN"

11 / 11 papers shown

Title
FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning Biswadeep Chakraborty Saibal Mukhopadhyay 40 0 0 02 Apr 2025
Rethinking Spiking Neural Networks from an Ensemble Learning Perspective Yongqi Ding Lin Zuo Mengmeng Jing Pei He Hanpu Deng 42 1 0 20 Feb 2025
A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Neural Networks Biswadeep Chakraborty H. Kumar Saibal Mukhopadhyay 75 1 0 10 Dec 2024
A dynamic vision sensor object recognition model based on trainable event-driven convolution and spiking attention mechanism Peng Zheng Qian Zhou BDL 26 0 0 19 Sep 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 24 2 0 08 Jul 2024
Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models Rishav Mukherji Mark Schöne Khaleelulla Khan Nazeer Christian Mayr David Kappel Anand Subramoney 29 1 0 01 May 2024
Topological Representations of Heterogeneous Learning Dynamics of Recurrent Spiking Neural Networks Biswadeep Chakraborty Saibal Mukhopadhyay 19 3 0 19 Mar 2024
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 35 50 0 21 Apr 2021
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 131 679 0 31 Jan 2021
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 175 1,018 0 06 Mar 2020
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 111 477 0 26 Mar 2018