Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal
Classification

Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification

22 September 2022

Biswadeep Chakraborty

Saibal Mukhopadhyay

Papers citing "Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification"

12 / 12 papers shown

Title
FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning Biswadeep Chakraborty Saibal Mukhopadhyay 47 0 0 02 Apr 2025
A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Neural Networks Biswadeep Chakraborty H. Kumar Saibal Mukhopadhyay 82 1 0 10 Dec 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 38 2 0 08 Jul 2024
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition Liutao Yu Liwei Huang Chenlin Zhou Han Zhang Zhengyu Ma Huihui Zhou Yonghong Tian ViT 54 4 0 21 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 46 10 0 06 May 2024
Topological Representations of Heterogeneous Learning Dynamics of Recurrent Spiking Neural Networks Biswadeep Chakraborty Saibal Mukhopadhyay 35 3 0 19 Mar 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 44 8 0 06 Mar 2024
Co-learning synaptic delays, weights and adaptation in spiking neural networks Lucas Deckers Lauren Damme Ing Jyh Tsang W. V. Leekwijck Steven Latré 24 10 0 12 Sep 2023
Brain-Inspired Spiking Neural Network for Online Unsupervised Time Series Prediction Biswadeep Chakraborty Saibal Mukhopadhyay 21 7 0 10 Apr 2023
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles Biswadeep Chakraborty Saibal Mukhopadhyay 18 10 0 22 Feb 2023
Composing Recurrent Spiking Neural Networks using Locally-Recurrent Motifs and Risk-Mitigating Architectural Optimization Wenrui Zhang Hejia Geng Peng Li 17 5 0 04 Aug 2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 37 50 0 21 Apr 2021