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 / 232 papers shown

Title
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks Kai Sun Peibo Duan Levin Kuhlmann Beilun Wang Bin Zhang 19 0 0 15 May 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 57 9 0 20 Feb 2025
Adaptive Central Frequencies Locally Competitive Algorithm for Speech Soufiyan Bahadi É. Plourde Jean Rouat 53 0 0 10 Feb 2025
DRiVE: Dynamic Recognition in VEhicles using snnTorch Heerak Vora Param Pathak Parul Bakaraniya 36 0 0 04 Feb 2025
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity Jamie Lohoff Anil Kaya Florian Assmuth Emre Neftci 40 0 0 20 Jan 2025
Optimal Gradient Checkpointing for Sparse and Recurrent Architectures using Off-Chip Memory Wadjih Bencheikh Jan Finkbeiner Emre Neftci 69 0 0 16 Dec 2024
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 68 0 0 12 Dec 2024
The Reliability Issue in ReRam-based CIM Architecture for SNN: A Survey Wei-Ting Chen 73 1 0 30 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 33 0 0 05 Nov 2024
Spatial-Temporal Search for Spiking Neural Networks Kaiwei Che Zhaokun Zhou Li-xin Yuan Jianguo Zhang Yonghong Tian Luziwei Leng 32 0 0 24 Oct 2024
Fractional-order spike-timing-dependent gradient descent for multi-layer spiking neural networks Yi Yang Richard M. Voyles Haiyan H. Zhang Robert A. Nawrocki 19 4 0 20 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 26 1 0 15 Oct 2024
Data Poisoning-based Backdoor Attack Framework against Supervised Learning Rules of Spiking Neural Networks Lingxin Jin Meiyu Lin Wei Jiang Jinyu Zhan AAML SILM 21 2 0 24 Sep 2024
A Realistic Simulation Framework for Analog/Digital Neuromorphic Architectures Fernando M. Quintana Maryada Pedro L. Galindo Elisa Donati Giacomo Indiveri Fernando Perez-Peña 31 0 0 23 Sep 2024
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal Attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li AI4TS 26 0 0 20 Sep 2024
Efficient Sparse Coding with the Adaptive Locally Competitive Algorithm for Speech Classification Soufiyan Bahadi É. Plourde Jean Rouat 28 1 0 12 Sep 2024
Emulating Brain-like Rapid Learning in Neuromorphic Edge Computing Kenneth Stewart Michael Neumeier Sumit Bam Shrestha Garrick Orchard Emre Neftci 35 0 0 28 Aug 2024
N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networks Hyo Jong Chung Byungkon Kang Yoonseok Yang 27 0 0 23 Aug 2024
Analog Spiking Neuron in CMOS 28 nm Towards Large-Scale Neuromorphic Processors M. Besrour Jacob Lavoie Takwa Omrani Gabriel Martin-Hardy Esmaeil Ranjbar Koleibi Jérémy Ménard K. Koua Philippe Marcoux Mounir Boukadoum Réjean Fontaine 34 1 0 14 Aug 2024
A frugal Spiking Neural Network for unsupervised classification of continuous multivariate temporal data Sai Deepesh Pokala Marie Bernert Takuya Nanami Takashi Kohno Timothée Lévi B. Yvert 18 0 0 08 Aug 2024
Synaptic Modulation using Interspike Intervals Increases Energy Efficiency of Spiking Neural Networks Dylan Adams Magda Zajaczkowska Ashiq Anjum Andrea Soltoggio Shirin Dora 27 0 0 06 Aug 2024
Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing Jiahao Qin Feng Liu Mamba 21 6 0 04 Aug 2024
SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator Kwunhang Wong Song-jian Wang Wei Huang Xinyuan Zhang Yangu He ... Yuzhong Jiao Ning Lin Xiaojuan Qi Xiaoming Chen Zhongrui Wang AAML 43 0 0 21 Jul 2024
Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons Gauthier Boeshertz Giacomo Indiveri M. Nair Alpha Renner 23 2 0 18 Jul 2024
Resource-Efficient Speech Quality Prediction through Quantization Aware Training and Binary Activation Maps Mattias Nilsson Riccardo Miccini Clément Laroche Tobias Piechowiak Friedemann Zenke MQ 26 0 0 05 Jul 2024
Expressivity of Neural Networks with Random Weights and Learned Biases Ezekiel Williams Avery Hee-Woon Ryoo Thomas Jiralerspong Alexandre Payeur M. Perich Luca Mazzucato Guillaume Lajoie 31 2 0 01 Jul 2024
Directly Training Temporal Spiking Neural Network with Sparse Surrogate Gradient Yang Li Feifei Zhao Dongcheng Zhao Yi Zeng 42 2 0 28 Jun 2024
Iteration over event space in time-to-first-spike spiking neural networks for Twitter bot classification Mateusz Pabian D. Rzepka Miroslaw Pawlak 21 1 0 03 Jun 2024
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network Weiyu Guo Ying Sun Yijie Xu Ziyue Qiao Yongkui Yang Hui Xiong 31 3 0 23 May 2024
EchoSpike Predictive Plasticity: An Online Local Learning Rule for Spiking Neural Networks Lars Graf Zhe Su Giacomo Indiveri 32 0 0 22 May 2024
Biologically-Informed Excitatory and Inhibitory Balance for Robust Spiking Neural Network Training Joseph A. Kilgore Jeffrey D. Kopsick G. Ascoli Gina C. Adam 26 0 0 24 Apr 2024
Elucidating the theoretical underpinnings of surrogate gradient learning in spiking neural networks Julia Gygax Friedemann Zenke 45 3 0 23 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 29 3 0 15 Apr 2024
Slax: A Composable JAX Library for Rapid and Flexible Prototyping of Spiking Neural Networks Thomas M. Summe Siddharth Joshi 36 2 0 08 Apr 2024
Biologically-Plausible Topology Improved Spiking Actor Network for Efficient Deep Reinforcement Learning Duzhen Zhang Qingyu Wang Tielin Zhang Bo Xu 63 1 0 29 Mar 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 20 3 0 27 Mar 2024
Spyx: A Library for Just-In-Time Compiled Optimization of Spiking Neural Networks Kade Heckel Thomas Nowotny 30 3 0 29 Feb 2024
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 24 5 0 19 Feb 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 19 2 0 01 Feb 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 18 2 0 09 Jan 2024
SparseProp: Efficient Event-Based Simulation and Training of Sparse Recurrent Spiking Neural Networks Rainer Engelken 29 5 0 28 Dec 2023
Delving Deeper Into Astromorphic Transformers Md. Zesun Ahmed Mia Malyaban Bal Abhronil Sengupta 34 1 0 18 Dec 2023
Efficient Object Detection in Autonomous Driving using Spiking Neural Networks: Performance, Energy Consumption Analysis, and Insights into Open-set Object Discovery Aitor Martinez Seras Javier Del Ser Pablo Garcia-Bringas 19 4 0 12 Dec 2023
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura P. Beerel 38 0 0 12 Dec 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 30 6 0 19 Nov 2023
Neuroscience inspired scientific machine learning (Part-2): Variable spiking wavelet neural operator Shailesh Garg Souvik Chakraborty 32 0 0 15 Nov 2023
Neuroscience inspired scientific machine learning (Part-1): Variable spiking neuron for regression Shailesh Garg Souvik Chakraborty 17 1 0 15 Nov 2023
Estimating Post-Synaptic Effects for Online Training of Feed-Forward SNNs Thomas M. Summe Clemens J. S. Schaefer Siddharth Joshi 27 1 0 07 Nov 2023
Feature Attribution Explanations for Spiking Neural Networks Elisa Nguyen Meike Nauta G. Englebienne Christin Seifert FAtt AAML LRM 14 0 0 02 Nov 2023