Supervised learning based on temporal coding in spiking neural networks

27 June 2016

Papers citing "Supervised learning based on temporal coding in spiking neural networks"

50 / 52 papers shown

Title
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
Active Dendrites Enable Efficient Continual Learning in Time-To-First-Spike Neural Networks Lorenzo Pes Rick Luiken Federico Corradi Charlotte Frenkel 24 5 0 30 Apr 2024
EAS-SNN: End-to-End Adaptive Sampling and Representation for Event-based Detection with Recurrent Spiking Neural Networks Ziming Wang Ziling Wang Huaning Li Lang Qin Runhao Jiang De Ma Huajin Tang 28 10 0 19 Mar 2024
Delving Deeper Into Astromorphic Transformers Md. Zesun Ahmed Mia Malyaban Bal Abhronil Sengupta 34 1 0 18 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 41 5 0 25 Sep 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
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks Jiangrong Shen Qi Xu Jian K. Liu Yueming Wang Gang Pan Huajin Tang 22 41 0 06 Jun 2023
Neuromorphic Computing with AER using Time-to-Event-Margin Propagation Madhuvanthi Srivatsav S. Chakrabartty Chetan Singh Thakur 14 0 0 27 Apr 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 30 16 0 25 Apr 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 35 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 21 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
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 22 15 0 02 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 19 32 0 26 Nov 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 22 0 0 18 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 21 5 0 04 Oct 2022
Neuro-symbolic computing with spiking neural networks Dominik Dold J. Garrido Victor Caceres Chian Marcel Hildebrandt Thomas Runkler NAI 17 5 0 04 Aug 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 22 46 0 04 Jul 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 17 134 0 01 May 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 16 88 0 23 Jan 2022
Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity Vladimir A. Ivanov Konstantinos Michmizos 18 33 0 26 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 40 79 0 14 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 23 16 0 06 Oct 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 8 14 0 31 Aug 2021
A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks Harideep Nair J. Shen James E. Smith 17 8 0 27 May 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 121 475 0 08 Feb 2021
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection Shibo Zhou Xiaohua Li AAML 21 13 0 15 Oct 2020
Towards Understanding the Effect of Leak in Spiking Neural Networks Sayeed Shafayet Chowdhury Chankyu Lee Kaushik Roy 9 54 0 15 Jun 2020
Surrogate gradients for analog neuromorphic computing Benjamin Cramer Sebastian Billaudelle Simeon Kanya Aron Leibfried Andreas Grubl ... Korbinian Schreiber Yannik Stradmann Johannes Weis Johannes Schemmel Friedemann Zenke 11 106 0 12 Jun 2020
Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji T. Marty Anup Das F. Catthoor 19 24 0 11 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 43 15 0 09 Jun 2020
Brain-inspired global-local learning incorporated with neuromorphic computing Yujie Wu R. Zhao Jun Zhu F. Chen Mingkun Xu ... Hao Zheng Jing Pei Youhui Zhang Mingguo Zhao Luping Shi 19 86 0 05 Jun 2020
Towards Efficient Processing and Learning with Spikes: New Approaches for Multi-Spike Learning Qiang Yu Shenglan Li Huajin Tang Longbiao Wang J. Dang Kay Chen Tan 19 10 0 02 May 2020
The Operating System of the Neuromorphic BrainScaleS-1 System Eric Müller Sebastian Schmitt Christian Mauch Sebastian Billaudelle Andreas Grübl ... H. Schmidt Bernhard Vogginger Jonas Weidner Christian Mayr Johannes Schemmel 22 23 0 30 Mar 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 25 48 0 27 Mar 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 11 22 0 26 Feb 2020
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate Sebastian Billaudelle Yannik Stradmann Korbinian Schreiber Benjamin Cramer A. Baumbach ... V. Karasenko Walter Senn Mihai A. Petrovici Johannes Schemmel K. Meier 7 45 0 30 Dec 2019
Structural plasticity on an accelerated analog neuromorphic hardware system Sebastian Billaudelle Benjamin Cramer Mihai A. Petrovici Korbinian Schreiber David Kappel Johannes Schemmel K. Meier 16 20 0 27 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 22 124 0 24 Dec 2019
Towards Scalable, Efficient and Accurate Deep Spiking Neural Networks with Backward Residual Connections, Stochastic Softmax and Hybridization Priyadarshini Panda Sai Aparna Aketi Kaushik Roy 14 35 0 30 Oct 2019
Spiking neural networks trained with backpropagation for low power neuromorphic implementation of voice activity detection Flavio Martinelli Giorgia Dellaferrera Pablo Mainar Milos Cernak 11 29 0 22 Oct 2019
Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation Iulia Comsa Krzysztof Potempa Luca Versari T. Fischbacher Andrea Gesmundo J. Alakuijala 23 173 0 30 Jul 2019
MorphIC: A 65-nm 738k-Synapse/mm $^2$ Quad-Core Binary-Weight Digital Neuromorphic Processor with Stochastic Spike-Driven Online Learning Charlotte Frenkel J. Legat D. Bol 17 113 0 17 Apr 2019
SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini T. Masquelier 23 97 0 06 Mar 2019
EventNet: Asynchronous Recursive Event Processing Yusuke Sekikawa K. Hara Hideo Saito 54 97 0 07 Dec 2018
BindsNET: A machine learning-oriented spiking neural networks library in Python Hananel Hazan D. J. Saunders Hassaan Khan Darpan T. Sanghavi H. Siegelmann R. Kozma AI4CE 13 228 0 04 Jun 2018
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini S. Thorpe T. Masquelier 17 154 0 31 Mar 2018