Accelerating SNN Training with Stochastic Parallelizable Spiking Neurons

22 June 2023

Papers citing "Accelerating SNN Training with Stochastic Parallelizable Spiking Neurons"

8 / 8 papers shown

Title
Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity Wanjin Feng Xingyu Gao Wenqian Du Hailong Shi Peilin Zhao Pengcheng Wu Chunyan Miao 22 0 0 10 Jun 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 163 1 0 24 Jan 2025
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 116 13 0 06 May 2024
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models Mark Schöne Neeraj Mohan Sushma Jingyue Zhuge Christian Mayr Anand Subramoney David Kappel AI4TS BDL 84 14 0 29 Apr 2024
Spyx: A Library for Just-In-Time Compiled Optimization of Spiking Neural Networks Kade Heckel Thomas Nowotny 86 3 0 29 Feb 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang He Yiting Dong Dongcheng Zhao Yi Zeng 77 4 0 01 Feb 2024
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 87 14 0 14 Dec 2023
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 84 15 0 02 Dec 2022