Surrogate Gradient Learning in Spiking Neural Networks

28 January 2019

Friedemann Zenke

Papers citing "Surrogate Gradient Learning in Spiking Neural Networks"

50 / 226 papers shown

Title
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 33 54 0 04 Feb 2023
OpenSpike: An OpenRAM SNN Accelerator Farhad Modaresi Matthew Guthaus Jason K. Eshraghian 38 10 0 02 Feb 2023
Energy Efficient Training of SNN using Local Zeroth Order Method B. Mukhoty V. Bojkovic William de Vazelhes Giulia De Masi Huan Xiong Bin Gu 32 0 0 02 Feb 2023
Tricking AI chips into Simulating the Human Brain: A Detailed Performance Analysis Lennart P L Landsmeer Max C. W. Engelen Rene Miedema Christos Strydis 18 4 0 31 Jan 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 34 23 0 27 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 29 2 0 23 Jan 2023
Closed-form control with spike coding networks F. S. Slijkhuis Sander W. Keemink Pablo Lanillos 21 13 0 25 Dec 2022
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 41 22 0 23 Dec 2022
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2 Philipp Spilger E. Arnold Luca Blessing Christian Mauch Christian Pehle Eric Müller Johannes Schemmel 19 10 0 23 Dec 2022
Selected Trends in Artificial Intelligence for Space Applications Dario Izzo Gabriele Meoni Pablo Gómez Domink Dold Alexander Zoechbauer 35 9 0 10 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 24 33 0 26 Nov 2022
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities Shristi Das Biswas Adarsh Kosta C. Liyanagedera M. Apolinario Kaushik Roy 39 18 0 19 Nov 2022
Intelligence Processing Units Accelerate Neuromorphic Learning P. Sun A. Titterton Anjlee Gopiani Tim Santos A. Basu Wei D. Lu Jason K. Eshraghian 22 8 0 19 Nov 2022
Spikeformer: A Novel Architecture for Training High-Performance Low-Latency Spiking Neural Network Yudong Li Yunlin Lei Xu Yang 39 27 0 19 Nov 2022
SMS: Spiking Marching Scheme for Efficient Long Time Integration of Differential Equations Qian Zhang Adar Kahana George Karniadakis P. Stinis 26 8 0 17 Nov 2022
Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognition Mohamed Sadek Bouanane D. Cherifi Elisabetta Chicca Lyes Khacef 31 13 0 14 Nov 2022
Spiking Neural Network Decision Feedback Equalization Eike-Manuel Bansbach Alexander von Bank Laurent Schmalen 36 8 0 09 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 37 2 0 04 Nov 2022
Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks M. Apolinario Adarsh Kosta Utkarsh Saxena Kaushik Roy 27 7 0 03 Nov 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles Peter A. Beerel 98 10 0 23 Oct 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 48 0 0 18 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 54 36 0 11 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 50 61 0 09 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 33 5 0 04 Oct 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking Di Zhang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 24 9 0 24 Sep 2022
Neuromorphic Integrated Sensing and Communications Jiechen Chen N. Skatchkovsky Osvaldo Simeone 45 25 0 24 Sep 2022
Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples Nuo Xu Kaleel Mahmood Haowen Fang Ethan Rathbun Caiwen Ding Wujie Wen AAML 39 13 0 07 Sep 2022
Bayesian Continual Learning via Spiking Neural Networks N. Skatchkovsky Hyeryung Jang Osvaldo Simeone BDL 38 17 0 29 Aug 2022
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Jintang Li Zhouxin Yu Zulun Zhu Liang Chen Qi Yu Zibin Zheng Sheng Tian Ruofan Wu Changhua Meng GNN 29 31 0 15 Aug 2022
Neuro-symbolic computing with spiking neural networks Dominik Dold J. Garrido Victor Caceres Chian Marcel Hildebrandt Thomas Runkler NAI 37 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 37 46 0 04 Jul 2022
Gradient-based Neuromorphic Learning on Dynamical RRAM Arrays Peng Zhou Jason K. Eshraghian Dong-Uk Choi Wei D. Lu S. Kang 19 16 0 26 Jun 2022
Learning to learn online with neuromodulated synaptic plasticity in spiking neural networks Samuel Schmidgall Joe Hays 49 3 0 25 Jun 2022
Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inference Jiechen Chen N. Skatchkovsky Osvaldo Simeone 47 36 0 13 Jun 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 27 38 0 30 May 2022
Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity Thomas Limbacher Ozan Özdenizci Robert Legenstein 21 2 0 23 May 2022
EXODUS: Stable and Efficient Training of Spiking Neural Networks F. Bauer Gregor Lenz Saeid Haghighatshoar Sadique Sheik BDL 41 15 0 20 May 2022
Spikemax: Spike-based Loss Methods for Classification S. Shrestha Longwei Zhu Pengfei Sun 34 15 0 19 May 2022
Object Detection with Spiking Neural Networks on Automotive Event Data Loic Cordone Benoit Miramond Philippe Thiérion 35 98 0 09 May 2022
Spiking Neural Network Equalization for IM/DD Optical Communication E. Arnold Georg Böcherer Eric Müller Philipp Spilger Johannes Schemmel S. Calabrò M. Kuschnerov 24 6 0 09 May 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 24 134 0 01 May 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 30 53 0 11 Apr 2022
Voltage-Dependent Synaptic Plasticity (VDSP): Unsupervised probabilistic Hebbian plasticity rule based on neurons membrane potential Nikhil Garg Ismael Balafrej T. Stewart J. Portal M. Bocquet D. Querlioz Dominique Drouin Jean Rouat Y. Beilliard Fabien Alibart 24 15 0 21 Mar 2022
Evolving-to-Learn Reinforcement Learning Tasks with Spiking Neural Networks J. Lu J. Hagenaars Guido de Croon 33 2 0 24 Feb 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 133 250 0 24 Feb 2022
Navigating Local Minima in Quantized Spiking Neural Networks Jason K. Eshraghian Corey Lammie M. R. Azghadi Wei D. Lu 25 16 0 15 Feb 2022
Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks Filippo Moro E. Esmanhotto T. Hirtzlin N. Castellani A. Trabelsi ... S. Brivio S. Spiga Giacomo Indiveri Melika Payvand Elisa Vianello 14 9 0 10 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 106 89 0 03 Feb 2022
The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity Christian Pehle Sebastian Billaudelle Benjamin Cramer Jakob Kaiser Korbinian Schreiber Yannik Stradmann Johannes Weis Aron Leibfried Eric Müller Johannes Schemmel 32 129 0 26 Jan 2022
Meta-learning Spiking Neural Networks with Surrogate Gradient Descent Kenneth Stewart Emre Neftci 35 25 0 26 Jan 2022