S4NN: temporal backpropagation for spiking neural networks with one spike per neuron

21 October 2019

Saeed Reza Kheradpisheh

Papers citing "S4NN: temporal backpropagation for spiking neural networks with one spike per neuron"

29 / 29 papers shown

Title
Active Dendrites Enable Efficient Continual Learning in Time-To-First-Spike Neural Networks Lorenzo Pes Rick Luiken Federico Corradi Charlotte Frenkel 40 5 0 30 Apr 2024
Curriculum Design Helps Spiking Neural Networks to Classify Time Series Chenxi Sun Hongyan Li Moxian Song Derun Can linda Qiao 29 0 0 26 Dec 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 30 6 0 19 Nov 2023
Smooth Exact Gradient Descent Learning in Spiking Neural Networks Christian Klos Raoul-Martin Memmesheimer 43 6 0 25 Sep 2023
Enabling energy-Efficient object detection with surrogate gradient descent in spiking neural networks Jilong Luo Shanlin Xiao Yinsheng Chen Zhiyi Yu 16 0 0 07 Sep 2023
Paired Competing Neurons Improving STDP Supervised Local Learning In Spiking Neural Networks Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 32 3 0 04 Aug 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 40 7 0 24 Jul 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 43 40 0 21 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 25 54 0 04 Feb 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 29 23 0 27 Jan 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 23 22 0 23 Dec 2022
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 24 4 0 08 Dec 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 25 2 0 27 Oct 2022
Neuro-symbolic computing with spiking neural networks Dominik Dold J. Garrido Victor Caceres Chian Marcel Hildebrandt Thomas Runkler NAI 19 5 0 04 Aug 2022
Towards biologically plausible Dreaming and Planning in recurrent spiking networks C. Capone P. Paolucci CLL 23 7 0 20 May 2022
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 12 14 0 31 Aug 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu P. Beerel 40 27 0 26 Jul 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 476 0 08 Feb 2021
A Neurorobotic Embodiment for Exploring the Dynamical Interactions of a Spiking Cerebellar Model and a Robot Arm During Vision-based Manipulation Tasks Omar Zahra D. Navarro-Alarcon Silvia Tolu 26 15 0 03 Feb 2021
Towards Understanding the Effect of Leak in Spiking Neural Networks Sayeed Shafayet Chowdhury Chankyu Lee Kaushik Roy 19 54 0 15 Jun 2020
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding Seongbin Oh D. Kwon Gyuho Yeom Won-Mook Kang Soochang Lee S. Woo Jaehyeon Kim Min Kyu Park Jong-Ho Lee 48 15 0 09 Jun 2020
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks Malu Zhang Jiadong Wang Burin Amornpaisannon Zhixuan Zhang VPK Miriyala ... Hong Qu Jibin Wu Yansong Chua Trevor E. Carlson Haizhou Li 7 21 0 26 Mar 2020
A Deep Unsupervised Feature Learning Spiking Neural Network with Binarized Classification Layers for EMNIST Classification using SpykeFlow Ruthvik Vaila John N. Chiasson V. Saxena 19 22 0 26 Feb 2020
Exploring Adversarial Attack in Spiking Neural Networks with Spike-Compatible Gradient Ling Liang Xing Hu Lei Deng Yujie Wu Guoqi Li Yufei Ding Peng Li Yuan Xie AAML 6 60 0 01 Jan 2020
Recognizing Images with at most one Spike per Neuron Christoph Stöckl Wolfgang Maass 22 12 0 30 Dec 2019
Fast and energy-efficient neuromorphic deep learning with first-spike times Julian Goltz Laura Kriener A. Baumbach Sebastian Billaudelle O. Breitwieser ... Á. F. Kungl Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 24 124 0 24 Dec 2019
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 20 32 0 22 Nov 2019
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 119 481 0 26 Mar 2018
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 127 257 0 16 Dec 2016