SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron

6 March 2019

Papers citing "SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron"

32 / 32 papers shown

Title
Research Advances and New Paradigms for Biology-inspired Spiking Neural Networks Tianyu Zheng Liyuan Han Tielin Zhang AI4CE 30 0 0 26 Aug 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 46 10 0 06 May 2024
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 23 200 0 25 Oct 2023
A Novel Implementation Methodology for Error Correction Codes on a Neuromorphic Architecture Sahil Hassan Parker Dattilo Ali Akoglu 17 2 0 06 Jun 2023
RescueSNN: Enabling Reliable Executions on Spiking Neural Network Accelerators under Permanent Faults Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 29 5 0 08 Apr 2023
EnforceSNN: Enabling Resilient and Energy-Efficient Spiking Neural Network Inference considering Approximate DRAMs for Embedded Systems Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 24 11 0 08 Apr 2023
A Comprehensive Review of Spiking Neural Networks: Interpretation, Optimization, Efficiency, and Best Practices Kai Malcolm Josue Casco-Rodriguez 24 15 0 19 Mar 2023
Frameworks for SNNs: a Review of Data Science-oriented Software and an Expansion of SpykeTorch D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor J. Bihl G. D. Caterina 12 8 0 15 Feb 2023
Spyker: High-performance Library for Spiking Deep Neural Networks Shahriar Rezghi Shirsavar M. Dehaqani 9 0 0 31 Jan 2023
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 22 4 0 08 Dec 2022
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor J. Bihl G. D. Caterina 30 21 0 28 Jun 2022
2D versus 3D Convolutional Spiking Neural Networks Trained with Unsupervised STDP for Human Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 3DH 11 5 0 26 May 2022
Spiking Approximations of the MaxPooling Operation in Deep SNNs Ramashish Gaurav B. Tripp Apurva Narayan 32 8 0 14 May 2022
Recent Advances and New Frontiers in Spiking Neural Networks Duzhen Zhang Shuncheng Jia Qingyu Wang AAML AI4CE 16 23 0 12 Mar 2022
Continuous learning of spiking networks trained with local rules D. Antonov K. Sviatov S. Sukhov 11 12 0 18 Nov 2021
Learning through structure: towards deep neuromorphic knowledge graph embeddings Victor Caceres Chian Marcel Hildebrandt Thomas Runkler Dominik Dold GNN 8 7 0 21 Sep 2021
Even Faster SNN Simulation with Lazy+Event-driven Plasticity and Shared Atomics Dennis Bautembach Iason Oikonomidis Antonis Argyros 9 2 0 08 Jul 2021
Q-SpiNN: A Framework for Quantizing Spiking Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Shafique MQ 8 44 0 05 Jul 2021
NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks Adarsha Balaji Shihao Song Twisha Titirsha Anup Das J. Krichmar N. Dutt J. Shackleford Nagarajan Kandasamy F. Catthoor 18 24 0 04 May 2021
Multi-GPU SNN Simulation with Static Load Balancing Dennis Bautembach Iason Oikonomidis Antonis Argyros 11 4 0 09 Feb 2021
RANC: Reconfigurable Architecture for Neuromorphic Computing J. Mack Ruben Purdy K. Rockowitz Michael Inouye Edward Richter ... Nirmal Kumbhare M. S. Hassan Kaitlin L. Fair John Mixter Ali Akoglu 18 22 0 01 Nov 2020
Improving Self-Organizing Maps with Unsupervised Feature Extraction Lyes Khacef Laurent Rodriguez Benoit Miramond SSL DRL 16 15 0 04 Sep 2020
Direct CMOS Implementation of Neuromorphic Temporal Neural Networks for Sensory Processing Harideep Nair John Paul Shen James E. Smith 9 7 0 27 Aug 2020
FSpiNN: An Optimization Framework for Memory- and Energy-Efficient Spiking Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Shafique 11 46 0 17 Jul 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier MQ AI4CE 20 74 0 08 Jul 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 16 22 0 26 Feb 2020
Faster and Simpler SNN Simulation with Work Queues Dennis Bautembach Iason Oikonomidis Nikolaos Kyriazis Antonis Argyros 4 7 0 16 Dec 2019
Exploring the Back Alleys: Analysing The Robustness of Alternative Neural Network Architectures against Adversarial Attacks Y. Tan Yuval Elovici Alexander Binder AAML 11 3 0 08 Dec 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 17 185 0 21 Oct 2019
Design Space Exploration of Hardware Spiking Neurons for Embedded Artificial Intelligence Nassim Abderrahmane E. Lemaire Benoit Miramond 11 43 0 01 Oct 2019
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini S. Thorpe T. Masquelier 19 154 0 31 Mar 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 116 481 0 26 Mar 2018