Accurate online training of dynamical spiking neural networks through Forward Propagation Through Time

20 December 2021

Papers citing "Accurate online training of dynamical spiking neural networks through Forward Propagation Through Time"

28 / 28 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
GazeSCRNN: Event-based Near-eye Gaze Tracking using a Spiking Neural Network Stijn Groenen Marzieh Varposhti Mahyar Shahsavari 46 0 0 20 Mar 2025
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity Jamie Lohoff Anil Kaya Florian Assmuth Emre Neftci 40 0 0 20 Jan 2025
Contemporary implementations of spiking bio-inspired neural networks Andrey E. Schegolev Marina V. Bastrakova Michael A. Sergeev Anastasia A. Maksimovskaya Nikolay V. Klenov Igor I. Soloviev 28 1 0 23 Dec 2024
STOP: Spatiotemporal Orthogonal Propagation for Weight-Threshold-Leakage Synergistic Training of Deep Spiking Neural Networks Haoran Gao Xichuan Zhou Yingcheng Lin Min Tian Liyuan Liu Cong Shi 26 0 0 17 Nov 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 18 1 0 15 Oct 2024
PRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks Yulong Huang Zunchang Liu Changchun Feng Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Hong Xing Bojun Cheng 25 0 0 04 Oct 2024
NeuroVE: Brain-inspired Linear-Angular Velocity Estimation with Spiking Neural Networks Xiao Li Xieyuanli Chen Ruibin Guo Yujie Wu Zongtan Zhou Fangwen Yu Huimin Lu 18 1 0 28 Aug 2024
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models Shuaijie Shen Chao Wang Renzhuo Huang Yan Zhong Qinghai Guo Zhichao Lu Jianguo Zhang Luziwei Leng 29 7 0 27 Aug 2024
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs Marzieh Varposhti Mahyar Shahsavari Marcel van Gerven 15 1 0 23 Aug 2024
The Role of Temporal Hierarchy in Spiking Neural Networks Filippo Moro Pau Vilimelis Aceituno Laura Kriener Melika Payvand AI4CE 32 2 0 26 Jul 2024
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 19 0 0 17 Jul 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
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 25 0 0 04 Jun 2024
Quantized Context Based LIF Neurons for Recurrent Spiking Neural Networks in 45nm S.S. Bezugam Yihao Wu JaeBum Yoo D. Strukov Bongjin Kim 25 0 0 28 Apr 2024
SparseProp: Efficient Event-Based Simulation and Training of Sparse Recurrent Spiking Neural Networks Rainer Engelken 19 2 0 28 Dec 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 25 6 0 19 Nov 2023
SpikeMOT: Event-based Multi-Object Tracking with Sparse Motion Features Song Wang Zhu Wang Can Li Xiaojuan Qi Hayden Kwok-Hay So 29 0 0 29 Sep 2023
A Sparse Quantized Hopfield Network for Online-Continual Memory Nick Alonso J. Krichmar 22 2 0 27 Jul 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 14 1 0 09 Jun 2023
Efficient Uncertainty Estimation in Spiking Neural Networks via MC-dropout Tao Sun Bojian Yin S. Bohté BDL 11 5 0 20 Apr 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 11 36 0 28 Feb 2023
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 32 59 0 09 Oct 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 13 20 0 22 Sep 2022
Training Spiking Neural Networks Using Lessons From Deep Learning Jason Eshraghian Max Ward Emre Neftci Xinxin Wang Gregor Lenz Girish Dwivedi Bennamoun Doo Seok Jeong Wei D. Lu 14 423 0 27 Sep 2021
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 9 32 0 02 Jun 2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 35 50 0 21 Apr 2021
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