Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 337 papers shown

Title
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 129 147 0 21 Dec 2020
Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints Adarsha Balaji Anup Das 55 16 0 27 Nov 2020
A Temporal Neural Network Architecture for Online Learning J. E. Smith 29 12 0 27 Nov 2020
On-Chip Error-triggered Learning of Multi-layer Memristive Spiking Neural Networks Melika Payvand M. Fouda Fadi J. Kurdahi A. Eltawil Emre Neftci 61 30 0 21 Nov 2020
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 75 109 0 12 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 78 533 0 29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 75 10 0 27 Oct 2020
Brain-Inspired Learning on Neuromorphic Substrates Friedemann Zenke Emre Neftci 130 90 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 86 52 0 15 Oct 2020
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection Shibo Zhou Xiaohua Li AAML 88 13 0 15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation Tielin Zhang Shuncheng Jia Xiang Cheng Bo Xu 86 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 87 14 0 07 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 112 176 0 05 Oct 2020
Spiking Neural Networks Through the Lens of Streaming Algorithms Yael Hitron Cameron Musco M. Parter 18 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 61 46 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 85 263 0 28 Sep 2020
Unsupervised Feature Learning for Event Data: Direct vs Inverse Problem Formulation Dimche Kostadinov Davide Scaramuzza SSL 69 4 0 23 Sep 2020
Event-Based Backpropagation can compute Exact Gradients for Spiking Neural Networks Timo C. Wunderlich Christian Pehle 94 122 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 68 41 0 02 Sep 2020
Direct CMOS Implementation of Neuromorphic Temporal Neural Networks for Sensory Processing Harideep Nair John Paul Shen James E. Smith 46 7 0 27 Aug 2020
Supervised Learning with First-to-Spike Decoding in Multilayer Spiking Neural Networks Brian Gardner André Grüning 30 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 36 6 0 08 Aug 2020
SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks A. Babu Osvaldo Simeone Bipin Rajendran 29 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 35 40 0 01 Aug 2020
Coarse scale representation of spiking neural networks: backpropagation through spikes and application to neuromorphic hardware A. Yanguas-Gil 23 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 180 532 0 11 Jul 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier MQ AI4CE 106 76 0 08 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 48 16 0 07 Jul 2020
Towards Understanding the Effect of Leak in Spiking Neural Networks Sayeed Shafayet Chowdhury Chankyu Lee Kaushik Roy 60 59 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 79 107 0 12 Jun 2020
Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji T. Marty Anup Das F. Catthoor 52 25 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 71 17 0 09 Jun 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks Jinseok Kim Kyungsu Kim Jae-Joon Kim 84 53 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 59 34 0 16 May 2020
Training spiking neural networks using reinforcement learning Sneha Aenugu OffRL 16 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 90 117 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 135 130 0 02 May 2020
Distilling Spikes: Knowledge Distillation in Spiking Neural Networks R. K. Kushawaha S. Kumar Biplab Banerjee R. Velmurugan 43 33 0 01 May 2020
Integration of Leaky-Integrate-and-Fire-Neurons in Deep Learning Architectures Richard C. Gerum A. Schilling AI4CE 32 17 0 28 Apr 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering James E. Smith 34 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 62 6 0 07 Apr 2020
Data-Driven Neuromorphic DRAM-based CNN and RNN Accelerators T. Delbruck Shih-Chii Liu 68 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 97 21 0 26 Mar 2020
Event-based Asynchronous Sparse Convolutional Networks Nico Messikommer Daniel Gehrig Antonio Loquercio Davide Scaramuzza 65 153 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 71 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 162 168 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 46 43 0 10 Mar 2020
Event-Based Angular Velocity Regression with Spiking Networks Mathias Gehrig S. Shrestha Daniel Mouritzen Davide Scaramuzza 55 86 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 78 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 109 321 0 25 Feb 2020