Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 333 papers shown

Title
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 31 88 0 23 Jan 2022
Deep Reinforcement Learning with Spiking Q-learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 27 20 0 21 Jan 2022
Including STDP to eligibility propagation in multi-layer recurrent spiking neural networks Werner van der Veen 44 1 0 05 Jan 2022
Improving Spiking Neural Network Accuracy Using Time-based Neurons Hanseok Kim Woo-Seok Choi 11 6 0 05 Jan 2022
Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks? Gourav Datta Peter A. Beerel 48 37 0 22 Dec 2021
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 21 86 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 28 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 42 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 32 84 0 02 Dec 2021
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 20 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 34 33 0 26 Oct 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 41 54 0 17 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 48 80 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 16 8 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 114 60 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 42 437 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 16 13 0 27 Sep 2021
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization Justus F. Hübotter Pablo Lanillos Jakub M. Tomczak 24 3 0 22 Sep 2021
Deep Spiking Neural Networks with Resonate-and-Fire Neurons Badr AlKhamissi Muhammad N. ElNokrashy D. Bernal-Casas 34 5 0 16 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 17 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 30 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 33 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 53 27 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 27 27 0 25 Jul 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 23 14 0 16 Jul 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 21 38 0 13 Jun 2021
SpikePropamine: Differentiable Plasticity in Spiking Neural Networks Samuel Schmidgall Julia Ashkanazy W. Lawson Joe Hays 22 7 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 38 34 0 02 Jun 2021
A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks Harideep Nair J. Shen James E. Smith 35 8 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 35 40 0 27 May 2021
A brain basis of dynamical intelligence for AI and computational neuroscience J. Monaco Kanaka Rajan Grace M. Hwang AI4CE 26 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 32 42 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 31 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 19 15 0 10 May 2021
Neko: a Library for Exploring Neuromorphic Learning Rules Zixuan Zhao Nathan Wycoff N. Getty Rick L. Stevens Fangfang Xia 17 2 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 23 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 38 10 0 21 Apr 2021
An error-propagation spiking neural network compatible with neuromorphic processors M. Cartiglia G. Haessig Giacomo Indiveri 19 5 0 12 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural Networks Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 31 22 0 07 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 35 46 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 30 108 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 24 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 12 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 36 0 0 10 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 481 0 08 Feb 2021
A Spike Learning System for Event-driven Object Recognition Shibo Zhou Wei Wang Xiaohua Li Zhanpeng Jin 33 5 0 21 Jan 2021
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 61 140 0 21 Dec 2020
Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints Adarsha Balaji Anup Das 33 16 0 27 Nov 2020
A Temporal Neural Network Architecture for Online Learning J. E. Smith 16 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 37 29 0 21 Nov 2020