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1608.08782
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Training Deep Spiking Neural Networks using Backpropagation
31 August 2016
Junhaeng Lee
T. Delbruck
Michael Pfeiffer
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Papers citing
"Training Deep Spiking Neural Networks using Backpropagation"
50 / 353 papers shown
A brain basis of dynamical intelligence for AI and computational neuroscience
J. Monaco
Kanaka Rajan
Grace M. Hwang
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179
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SpikeMS: Deep Spiking Neural Network for Motion Segmentation
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Chethan Parameshwara
Simin Li
Cornelia Fermuller
N. Sanket
Matthew Evanusa
Yiannis Aloimonos
135
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0
13 May 2021
Deep Spiking Convolutional Neural Network for Single Object Localization Based On Deep Continuous Local Learning
International Conference on Content-Based Multimedia Indexing (CBMI), 2021
Sami Barchid
José Mennesson
Chaabane Djéraba
120
11
0
12 May 2021
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data
IEEE Robotics and Automation Letters (RA-L), 2021
Lakshmi Annamalai
Vignesh Ramanathan
Chetan Singh Thakur
186
16
0
10 May 2021
Neko: a Library for Exploring Neuromorphic Learning Rules
International Conference on Systems (ICONS), 2021
Zixuan Zhao
Nathan Wycoff
N. Getty
Rick L. Stevens
Fangfang Xia
218
3
0
01 May 2021
Hardware-Friendly Synaptic Orders and Timescales in Liquid State Machines for Speech Classification
IEEE International Joint Conference on Neural Network (IJCNN), 2021
V. Saraswat
A. Gorad
Anand Naik
Aakash Patil
U. Ganguly
79
5
0
29 Apr 2021
Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning
Design Automation Conference (DAC), 2021
Haowen Fang
Brady Taylor
Ziru Li
Zaidao Mei
Hai Helen Li
Qinru Qiu
134
13
0
21 Apr 2021
An error-propagation spiking neural network compatible with neuromorphic processors
International Conference on Artificial Intelligence Circuits and Systems (ICAICS), 2020
M. Cartiglia
G. Haessig
Giacomo Indiveri
95
5
0
12 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural Networks
AAAI Conference on Artificial Intelligence (AAAI), 2021
Youngeun Kim
Yeshwanth Venkatesha
Priyadarshini Panda
158
28
0
07 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals
Scientific Reports (Sci Rep), 2021
Youngeun Kim
Priyadarshini Panda
AAML
FAtt
155
53
0
26 Mar 2021
Time-Ordered Recent Event (TORE) Volumes for Event Cameras
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
R. W. Baldwin
Ruixu Liu
Mohammed Almatrafi
V. Asari
Keigo Hirakawa
AI4TS
175
139
0
10 Mar 2021
A Little Energy Goes a Long Way: Build an Energy-Efficient, Accurate Spiking Neural Network from Convolutional Neural Network
Frontiers in Neuroscience (Front. Neurosci.), 2021
Dengyu Wu
Xinping Yi
Xiaowei Huang
236
20
0
01 Mar 2021
Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors
Scientific Reports (Sci Rep), 2021
Julian Büchel
D. Zendrikov
S. Solinas
Giacomo Indiveri
Dylan R. Muir
318
25
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
95
1
0
10 Feb 2021
Deep Residual Learning in Spiking Neural Networks
Neural Information Processing Systems (NeurIPS), 2021
Wei Fang
Zhaofei Yu
Yanqing Chen
Tiejun Huang
T. Masquelier
Yonghong Tian
598
654
0
08 Feb 2021
A Spike Learning System for Event-driven Object Recognition
Shibo Zhou
Wei Wang
Xiaohua Li
Zhanpeng Jin
177
6
0
21 Jan 2021
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead
IEEE Access (IEEE Access), 2020
Maurizio Capra
Beatrice Bussolino
Alberto Marchisio
Guido Masera
Maurizio Martina
Mohamed Bennai
BDL
299
173
0
21 Dec 2020
Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints
International Green and Sustainable Computing Conference (GSC), 2020
Adarsha Balaji
Anup Das
127
16
0
27 Nov 2020
A Temporal Neural Network Architecture for Online Learning
J. E. Smith
167
13
0
27 Nov 2020
On-Chip Error-triggered Learning of Multi-layer Memristive Spiking Neural Networks
IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JESTCS), 2020
Melika Payvand
M. Fouda
Fadi J. Kurdahi
A. Eltawil
Emre Neftci
173
31
0
21 Nov 2020
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Zhenzhi Wu
Hehui Zhang
Yihan Lin
Guoqi Li
Meng Wang
Ye Tang
AI4TS
184
124
0
12 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks
AAAI Conference on Artificial Intelligence (AAAI), 2020
Hanle Zheng
Yujie Wu
Lei Deng
Yifan Hu
Guoqi Li
218
630
0
29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns
IEEE Communications Letters (IEEE Commun. Lett.), 2020
Hyeryung Jang
N. Skatchkovsky
Osvaldo Simeone
306
11
0
27 Oct 2020
Brain-Inspired Learning on Neuromorphic Substrates
Friedemann Zenke
Emre Neftci
257
95
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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
378
57
0
15 Oct 2020
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection
Shibo Zhou
Xiaohua Li
AAML
119
15
0
15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Tielin Zhang
Shuncheng Jia
Xiang Cheng
Bo Xu
207
55
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
139
15
0
07 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch
Frontiers in Neuroscience (Front. Neurosci.), 2020
Youngeun Kim
Priyadarshini Panda
468
190
0
05 Oct 2020
Spiking Neural Networks Through the Lens of Streaming Algorithms
International Symposium on Distributed Computing (DISC), 2020
Yael Hitron
Cameron Musco
M. Parter
63
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
164
50
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
283
306
0
28 Sep 2020
Unsupervised Feature Learning for Event Data: Direct vs Inverse Problem Formulation
International Conference on Pattern Recognition (ICPR), 2020
Dimche Kostadinov
Davide Scaramuzza
SSL
193
4
0
23 Sep 2020
Event-Based Backpropagation can compute Exact Gradients for Spiking Neural Networks
Scientific Reports (Sci Rep), 2020
Timo C. Wunderlich
Christian Pehle
316
141
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
165
49
0
02 Sep 2020
Direct CMOS Implementation of Neuromorphic Temporal Neural Networks for Sensory Processing
Harideep Nair
John Paul Shen
James E. Smith
126
8
0
27 Aug 2020
Supervised Learning with First-to-Spike Decoding in Multilayer Spiking Neural Networks
Brian Gardner
André Grüning
94
5
0
16 Aug 2020
Visual Pattern Recognition with on On-chip Learning: towards a Fully Neuromorphic Approach
International Symposium on Circuits and Systems (ISCAS), 2020
Sandro Baumgartner
Alpha Renner
Raphaela Kreiser
Dongchen Liang
Giacomo Indiveri
Yulia Sandamirskaya
122
6
0
08 Aug 2020
SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks
A. Babu
Osvaldo Simeone
Bipin Rajendran
73
1
0
05 Aug 2020
TactileSGNet: A Spiking Graph Neural Network for Event-based Tactile Object Recognition
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2020
Fuqiang Gu
Weicong Sng
Tasbolat Taunyazov
Harold Soh
127
50
0
01 Aug 2020
Coarse scale representation of spiking neural networks: backpropagation through spikes and application to neuromorphic hardware
International Conference on Systems (ICONS), 2020
A. Yanguas-Gil
86
7
0
13 Jul 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks
IEEE International Conference on Computer Vision (ICCV), 2020
Wei Fang
Zhaofei Yu
Yanqing Chen
T. Masquelier
Tiejun Huang
Yonghong Tian
592
651
0
11 Jul 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning
Neural Processing Letters (NPL), 2020
Saeed Reza Kheradpisheh
M. Mirsadeghi
T. Masquelier
MQ
AI4CE
254
84
0
08 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks
Haowen Fang
Amar Shrestha
Qinru Qiu
76
17
0
07 Jul 2020
Towards Understanding the Effect of Leak in Spiking Neural Networks
Sayeed Shafayet Chowdhury
Chankyu Lee
Kaushik Roy
133
66
0
15 Jun 2020
Surrogate gradients for analog neuromorphic computing
Proceedings of the National Academy of Sciences of the United States of America (PNAS), 2020
Benjamin Cramer
Sebastian Billaudelle
Simeon Kanya
Aron Leibfried
Andreas Grubl
...
Korbinian Schreiber
Yannik Stradmann
Johannes Weis
Johannes Schemmel
Friedemann Zenke
256
124
0
12 Jun 2020
Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware
Journal of Signal Processing Systems (JSPS), 2020
Adarsha Balaji
T. Marty
Anup Das
F. Catthoor
129
26
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
174
20
0
09 Jun 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks
Neural Information Processing Systems (NeurIPS), 2020
Jinseok Kim
Kyungsu Kim
Jae-Joon Kim
253
58
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
160
34
0
16 May 2020
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