Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 333 papers shown

Title
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing Zhenzhi Wu Hehui Zhang Yihan Lin Guoqi Li Meng Wang Ye Tang AI4TS 16 102 0 12 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 19 503 0 29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 13 10 0 27 Oct 2020
Brain-Inspired Learning on Neuromorphic Substrates Friedemann Zenke Emre Neftci 38 89 0 22 Oct 2020
EqSpike: Spike-driven Equilibrium Propagation for Neuromorphic Implementations Erwann Martin M. Ernoult Jérémie Laydevant Shuai-shuai Li D. Querlioz Teodora Petrisor Julie Grollier 27 49 0 15 Oct 2020
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection Shibo Zhou Xiaohua Li AAML 42 13 0 15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation Tielin Zhang Shuncheng Jia Xiang Cheng Bo Xu 36 48 0 09 Oct 2020
Finite Meta-Dynamic Neurons in Spiking Neural Networks for Spatio-temporal Learning Xiang Cheng Tielin Zhang Shuncheng Jia Bo Xu AI4CE 33 14 0 07 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 32 171 0 05 Oct 2020
Spiking Neural Networks Through the Lens of Streaming Algorithms Yael Hitron Cameron Musco M. Parter 11 2 0 03 Oct 2020
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks Weihao Tan Devdhar Patel R. Kozma 25 43 0 30 Sep 2020
Learning to Detect Objects with a 1 Megapixel Event Camera E. Perot Pierre de Tournemire D. Nitti Jonathan Masci A. Sironi ObjD 19 250 0 28 Sep 2020
Unsupervised Feature Learning for Event Data: Direct vs Inverse Problem Formulation Dimche Kostadinov Davide Scaramuzza SSL 6 4 0 23 Sep 2020
Event-Based Backpropagation can compute Exact Gradients for Spiking Neural Networks Timo C. Wunderlich Christian Pehle 35 117 0 17 Sep 2020
e-TLD: Event-based Framework for Dynamic Object Tracking Bharath Ramesh Shihao Zhang Hong Yang Andrés Ussa Matthew Ong Garrick Orchard C. Xiang 22 40 0 02 Sep 2020
Direct CMOS Implementation of Neuromorphic Temporal Neural Networks for Sensory Processing Harideep Nair John Paul Shen James E. Smith 19 7 0 27 Aug 2020
Supervised Learning with First-to-Spike Decoding in Multilayer Spiking Neural Networks Brian Gardner André Grüning 16 5 0 16 Aug 2020
Visual Pattern Recognition with on On-chip Learning: towards a Fully Neuromorphic Approach Sandro Baumgartner Alpha Renner Raphaela Kreiser Dongchen Liang Giacomo Indiveri Yulia Sandamirskaya 17 6 0 08 Aug 2020
SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks A. Babu Osvaldo Simeone Bipin Rajendran 14 1 0 05 Aug 2020
TactileSGNet: A Spiking Graph Neural Network for Event-based Tactile Object Recognition Fuqiang Gu Weicong Sng Tasbolat Taunyazov Harold Soh 19 38 0 01 Aug 2020
Coarse scale representation of spiking neural networks: backpropagation through spikes and application to neuromorphic hardware A. Yanguas-Gil 21 6 0 13 Jul 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 74 508 0 11 Jul 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier MQ AI4CE 20 75 0 08 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 13 16 0 07 Jul 2020
Towards Understanding the Effect of Leak in Spiking Neural Networks Sayeed Shafayet Chowdhury Chankyu Lee Kaushik Roy 27 56 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 26 107 0 12 Jun 2020
Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji T. Marty Anup Das F. Catthoor 27 24 0 11 Jun 2020
RGB-D-E: Event Camera Calibration for Fast 6-DOF Object Tracking Etienne Dubeau Mathieu Garon B. Debaque Raoul de Charette Jean-François Lalonde 26 17 0 09 Jun 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks Jinseok Kim Kyungsu Kim Jae-Joon Kim 6 50 0 04 Jun 2020
NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips Valerio Venceslai Alberto Marchisio Ihsen Alouani Maurizio Martina Mohamed Bennai AAML 13 34 0 16 May 2020
Training spiking neural networks using reinforcement learning Sneha Aenugu OffRL 6 2 0 12 May 2020
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 58 113 0 04 May 2020
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences Weihua He Yujie Wu Lei Deng Guoqi Li Haoyu Wang Yang Tian Wei Ding Wenhui Wang Yuan Xie 88 125 0 02 May 2020
Distilling Spikes: Knowledge Distillation in Spiking Neural Networks R. K. Kushawaha S. Kumar Biplab Banerjee R. Velmurugan 13 31 0 01 May 2020
Integration of Leaky-Integrate-and-Fire-Neurons in Deep Learning Architectures Richard C. Gerum A. Schilling AI4CE 15 17 0 28 Apr 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering James E. Smith 14 7 0 25 Apr 2020
Real-time Classification from Short Event-Camera Streams using Input-filtering Neural ODEs Giorgio Giannone Asha Anoosheh A. Quaglino P. DÓro Marco Gallieri Jonathan Masci AI4TS 19 6 0 07 Apr 2020
Data-Driven Neuromorphic DRAM-based CNN and RNN Accelerators T. Delbruck Shih-Chii Liu 21 4 0 29 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 22 21 0 26 Mar 2020
Event-based Asynchronous Sparse Convolutional Networks Nico Messikommer Daniel Gehrig Antonio Loquercio Davide Scaramuzza 24 149 0 20 Mar 2020
Reducing the Sim-to-Real Gap for Event Cameras Timo Stoffregen C. Scheerlinck Davide Scaramuzza Tom Drummond Nick Barnes L. Kleeman Robert E. Mahony 24 7 0 20 Mar 2020
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 93 162 0 14 Mar 2020
Indirect and Direct Training of Spiking Neural Networks for End-to-End Control of a Lane-Keeping Vehicle Zhenshan Bing Claus Meschede Guang Chen Alois Knoll Kai-Qi Huang 8 42 0 10 Mar 2020
Event-Based Angular Velocity Regression with Spiking Networks Mathias Gehrig S. Shrestha Daniel Mouritzen Davide Scaramuzza 12 85 0 05 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 28 22 0 26 Feb 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network Bing Han G. Srinivasan Kaushik Roy 33 310 0 25 Feb 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 24 215 0 24 Feb 2020
Exploring the Connection Between Binary and Spiking Neural Networks Sen Lu Abhronil Sengupta MQ 14 102 0 24 Feb 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 16 120 0 19 Feb 2020
Multi-Objective Optimization for Size and Resilience of Spiking Neural Networks Mihaela Dimovska T. Johnston Catherine D. Schuman J. P. Mitchell T. Potok 18 13 0 04 Feb 2020