SuperSpike: Supervised learning in multi-layer spiking neural networks

31 May 2017

Friedemann Zenke

Papers citing "SuperSpike: Supervised learning in multi-layer spiking neural networks"

50 / 233 papers shown

Title
Feature Attribution Explanations for Spiking Neural Networks Elisa Nguyen Meike Nauta G. Englebienne Christin Seifert FAtt AAML LRM 14 0 0 02 Nov 2023
Spiking mode-based neural networks Zhanghan Lin Haiping Huang 11 1 0 23 Oct 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 20 23 0 10 Oct 2023
Spike Accumulation Forwarding for Effective Training of Spiking Neural Networks Ryuji Saiin Tomoya Shirakawa Sota Yoshihara Yoshihide Sawada Hiroyuki Kusumoto 22 1 0 04 Oct 2023
Smooth Exact Gradient Descent Learning in Spiking Neural Networks Christian Klos Raoul-Martin Memmesheimer 41 6 0 25 Sep 2023
SpikeBERT: A Language Spikformer Learned from BERT with Knowledge Distillation Changze Lv Tianlong Li Jianhan Xu Chenxi Gu Zixuan Ling Cenyuan Zhang Xiaoqing Zheng Xuanjing Huang 34 7 0 29 Aug 2023
Stabilizing RNN Gradients through Pre-training Luca Herranz-Celotti Jean Rouat 24 0 0 23 Aug 2023
Spiking-Diffusion: Vector Quantized Discrete Diffusion Model with Spiking Neural Networks Mingxuan Liu Jie Gan Rui Wen Tao Li Yongli Chen Hong Chen DiffM MQ 32 7 0 20 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 36 23 0 13 Aug 2023
A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks F. Nikfam Raffaele Casaburi Alberto Marchisio Maurizio Martina Muhammad Shafique 30 2 0 10 Aug 2023
Paired Competing Neurons Improving STDP Supervised Local Learning In Spiking Neural Networks Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 32 3 0 04 Aug 2023
Spiking Neural Networks and Bio-Inspired Supervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato 26 8 0 30 Jul 2023
Automotive Object Detection via Learning Sparse Events by Spiking Neurons Hu Zhang Yanchen Li Luziwei Leng Kaiwei Che Qian Liu Qinghai Guo Jianxing Liao Ran Cheng 34 6 0 24 Jul 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 40 7 0 24 Jul 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 28 7 0 21 Jun 2023
Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes Gehua (Marcus) Ma Runhao Jiang Rui Yan Huajin Tang AI4TS 42 6 0 21 Jun 2023
High-performance deep spiking neural networks with 0.3 spikes per neuron A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 26 15 0 14 Jun 2023
Spike-based computation using classical recurrent neural networks Florent De Geeter D. Ernst G. Drion 16 1 0 06 Jun 2023
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN Yang‐Zhi Hu Qian Zheng Xudong Jiang Gang Pan MQ 21 48 0 31 May 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 71 46 0 31 May 2023
Efficient Implementation of a Multi-Layer Gradient-Free Online-Trainable Spiking Neural Network on FPGA A. Mehrabi Y. Bethi André van Schaik Andrew Wabnitz Saeed Afshar 13 3 0 31 May 2023
Evolving Connectivity for Recurrent Spiking Neural Networks Guan-Bo Wang Yuhao Sun Sijie Cheng Sen Song 14 5 0 28 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 34 21 0 25 May 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 29 11 0 24 Apr 2023
Neuromorphic computing for attitude estimation onboard quadrotors S. Stroobants Julien Dupeyroux Guido de Croon 30 4 0 18 Apr 2023
PixelRNN: In-pixel Recurrent Neural Networks for End-to-end-optimized Perception with Neural Sensors Haley M. So Laurie Bose Piotr Dudek Gordon Wetzstein 15 4 0 11 Apr 2023
Differentiable graph-structured models for inverse design of lattice materials Dominik Dold Derek Aranguren van Egmond AI4CE 21 12 0 11 Apr 2023
Skip Connections in Spiking Neural Networks: An Analysis of Their Effect on Network Training Hadjer Benmeziane Amine Ziad Ounnoughene I. Hamzaoui Younes Bouhadjar 36 4 0 23 Mar 2023
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control Nathan Leroux Jan Finkbeiner Emre Neftci 28 9 0 21 Mar 2023
A Comprehensive Review of Spiking Neural Networks: Interpretation, Optimization, Efficiency, and Best Practices Kai Malcolm Josue Casco-Rodriguez 30 15 0 19 Mar 2023
Training a spiking neural network on an event-based label-free flow cytometry dataset Muhammed Gouda Steven Abreu A. Lugnan P. Bienstman 11 1 0 19 Mar 2023
Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors Uğurcan Cakal Maryada Chenxi Wu I. Ulusoy Dylan R. Muir 16 6 0 14 Mar 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 21 37 0 28 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 40 40 0 21 Feb 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 14 8 0 15 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 25 54 0 04 Feb 2023
Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks Kazuma Suetake Takuya Ushimaru Ryuji Saiin Yoshihide Sawada 11 0 0 03 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 16 0 0 02 Feb 2023
Neuronal architecture extracts statistical temporal patterns Sandra Nestler M. Helias M. Gilson AI4TS 29 0 0 24 Jan 2023
ETLP: Event-based Three-factor Local Plasticity for online learning with neuromorphic hardware Fernando M. Quintana Fernando Perez-Peña Pedro L. Galindo Emre O. Netfci Elisabetta Chicca Lyes Khacef 22 11 0 19 Jan 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 23 22 0 23 Dec 2022
Recurrent Vision Transformers for Object Detection with Event Cameras Mathias Gehrig Davide Scaramuzza 38 120 0 11 Dec 2022
Neuromorphic Computing and Sensing in Space Dario Izzo Alexander Hadjiivanov Domink Dold Gabriele Meoni E. Blazquez 13 11 0 10 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 22 15 0 02 Dec 2022
Synaptic Dynamics Realize First-order Adaptive Learning and Weight Symmetry Yukun Yang Peng Li ODL 33 1 0 01 Dec 2022
Surrogate Gradient Spiking Neural Networks as Encoders for Large Vocabulary Continuous Speech Recognition Alexandre Bittar Philip N. Garner 16 3 0 01 Dec 2022
A noise based novel strategy for faster SNN training Chunming Jiang Yilei Zhang 17 3 0 10 Nov 2022
Spiking Neural Network Decision Feedback Equalization Eike-Manuel Bansbach Alexander von Bank Laurent Schmalen 18 8 0 09 Nov 2022
Biologically Plausible Variational Policy Gradient with Spiking Recurrent Winner-Take-All Networks Zhile Yang Shangqi Guo Ying Fang Jian K. Liu 14 1 0 21 Oct 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 28 0 0 18 Oct 2022