Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 337 papers shown

Title
Motif-topology and Reward-learning improved Spiking Neural Network for Efficient Multi-sensory Integration Shuncheng Jia Ruichen Zuo Tielin Zhang Hongxing Liu Bo Xu 70 13 0 11 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 165 90 0 03 Feb 2022
Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks? Youngeun Kim Hyoungseob Park Abhishek Moitra Abhiroop Bhattacharjee Yeshwanth Venkatesha Priyadarshini Panda AAML MQ 78 70 0 31 Jan 2022
Event-based Video Reconstruction via Potential-assisted Spiking Neural Network Lin Zhu Tianlin Li Yi Chang Jianing Li Tiejun Huang Yonghong Tian 81 98 0 25 Jan 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 113 92 0 23 Jan 2022
Deep Reinforcement Learning with Spiking Q-learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 81 22 0 21 Jan 2022
Including STDP to eligibility propagation in multi-layer recurrent spiking neural networks Werner van der Veen 77 1 0 05 Jan 2022
Improving Spiking Neural Network Accuracy Using Time-based Neurons Hanseok Kim Woo-Seok Choi 45 7 0 05 Jan 2022
Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks? Gourav Datta Peter A. Beerel 78 37 0 22 Dec 2021
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 84 97 0 15 Dec 2021
Efficient Training of Spiking Neural Networks with Temporally-Truncated Local Backpropagation through Time Wenzhe Guo M. Fouda A. Eltawil K. Salama 51 12 0 13 Dec 2021
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision Alexander Kugele Thomas Pfeil Michael Pfeiffer Elisabetta Chicca 76 30 0 06 Dec 2021
N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras Junho Kim Jaehyeok Bae Gang-Ryeong Park Dongsu Zhang Y. Kim ObjD 103 87 0 02 Dec 2021
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 63 12 0 25 Nov 2021
Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity Vladimir A. Ivanov Konstantinos Michmizos 67 35 0 26 Oct 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 71 56 0 17 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 109 81 0 14 Oct 2021
Evolved neuromorphic radar-based altitude controller for an autonomous open-source blimp M. González-Alvarez Julien Dupeyroux Federico Corradi Guido de Croon 59 9 0 01 Oct 2021
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 182 66 0 29 Sep 2021
Training Spiking Neural Networks Using Lessons From Deep Learning Jason K. Eshraghian Max Ward Emre Neftci Xinxin Wang Gregor Lenz Girish Dwivedi Bennamoun Doo Seok Jeong Wei D. Lu 135 465 0 27 Sep 2021
An optimised deep spiking neural network architecture without gradients Y. Bethi Ying Xu Gregory Cohen A. van Schaik Saeed Afshar OOD 57 14 0 27 Sep 2021
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization Justus F. Hübotter Pablo Lanillos Jakub M. Tomczak 60 4 0 22 Sep 2021
Deep Spiking Neural Networks with Resonate-and-Fire Neurons Badr AlKhamissi Muhammad N. ElNokrashy D. Bernal-Casas 64 6 0 16 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 50 15 0 31 Aug 2021
Online Training of Spiking Recurrent Neural Networks with Phase-Change Memory Synapses Yiğit Demirağ Charlotte Frenkel Melika Payvand Giacomo Indiveri 85 17 0 04 Aug 2021
HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification Gourav Datta Souvik Kundu Akhilesh R. Jaiswal Peter A. Beerel 68 8 0 26 Jul 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu Peter A. Beerel 131 29 0 26 Jul 2021
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks Ling Liang Zheng Qu Zhaodong Chen Fengbin Tu Yujie Wu Lei Deng Guoqi Li Peng Li Yuan Xie 69 28 0 25 Jul 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 66 14 0 16 Jul 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 72 41 0 13 Jun 2021
SpikePropamine: Differentiable Plasticity in Spiking Neural Networks Samuel Schmidgall Julia Ashkanazy W. Lawson Joe Hays 70 8 0 04 Jun 2021
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 85 36 0 02 Jun 2021
A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks Harideep Nair J. Shen James E. Smith 78 9 0 27 May 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 75 43 0 27 May 2021
A brain basis of dynamical intelligence for AI and computational neuroscience J. Monaco Kanaka Rajan Grace M. Hwang AI4CE 51 6 0 15 May 2021
SpikeMS: Deep Spiking Neural Network for Motion Segmentation Chethan Parameshwara Simin Li Cornelia Fermuller N. Sanket Matthew Evanusa Yiannis Aloimonos 62 44 0 13 May 2021
Deep Spiking Convolutional Neural Network for Single Object Localization Based On Deep Continuous Local Learning Sami Barchid José Mennesson Chaabane Djéraba 48 9 0 12 May 2021
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data Lakshmi Annamalai Vignesh Ramanathan Chetan Singh Thakur 63 15 0 10 May 2021
Neko: a Library for Exploring Neuromorphic Learning Rules Zixuan Zhao Nathan Wycoff N. Getty Rick L. Stevens Fangfang Xia 33 3 0 01 May 2021
Hardware-Friendly Synaptic Orders and Timescales in Liquid State Machines for Speech Classification V. Saraswat A. Gorad Anand Naik Aakash Patil U. Ganguly 33 4 0 29 Apr 2021
Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning Haowen Fang Brady Taylor Ziru Li Zaidao Mei Hai Helen Li Qinru Qiu 47 10 0 21 Apr 2021
An error-propagation spiking neural network compatible with neuromorphic processors M. Cartiglia G. Haessig Giacomo Indiveri 25 5 0 12 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural Networks Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 69 23 0 07 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 78 47 0 26 Mar 2021
Time-Ordered Recent Event (TORE) Volumes for Event Cameras R. W. Baldwin Ruixu Liu Mohammed Almatrafi V. Asari Keigo Hirakawa AI4TS 94 109 0 10 Mar 2021
A Little Energy Goes a Long Way: Build an Energy-Efficient, Accurate Spiking Neural Network from Convolutional Neural Network Dengyu Wu Xinping Yi Xiaowei Huang 85 16 0 01 Mar 2021
Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors Julian Büchel D. Zendrikov S. Solinas Giacomo Indiveri Dylan R. Muir 64 20 0 12 Feb 2021
Enhancing efficiency of object recognition in different categorization levels by reinforcement learning in modular spiking neural networks Fatemeh Sharifizadeh M. Ganjtabesh A. Nowzari-Dalini 53 0 0 10 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 240 504 0 08 Feb 2021
A Spike Learning System for Event-driven Object Recognition Shibo Zhou Wei Wang Xiaohua Li Zhanpeng Jin 72 6 0 21 Jan 2021