Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks

12 March 2021

Papers citing "Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks"

50 / 107 papers shown

Title
Revisiting Reset Mechanisms in Spiking Neural Networks for Sequential Modeling: Specialized Discretization for Binary Activated RNN Enqi Zhang MQ 149 0 0 24 Apr 2025
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification Mohaddeseh Chegini Ali Mahloojifar BDL UQCV 78 0 0 23 Apr 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
Adaptively Pruned Spiking Neural Networks for Energy-Efficient Intracortical Neural Decoding Francesca Rivelli Martin Popov Charalampos Kouzinopoulos Guangzhi Tang 29 0 0 15 Apr 2025
Toward Spiking Neural Network Local Learning Modules Resistant to Adversarial Attacks Jiaqi Lin Abhronil Sengupta AAML 26 0 0 11 Apr 2025
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 76 0 0 03 Apr 2025
Scaling Up Resonate-and-Fire Networks for Fast Deep Learning Thomas E. Huber J. Lecomte Borislav Polovnikov Axel von Arnim 36 0 0 01 Apr 2025
Fundamental Survey on Neuromorphic Based Audio Classification Amlan Basu Pranav Chaudhari Gaetano Di Caterina AI4TS 33 0 0 20 Feb 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 54 0 0 24 Jan 2025
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Hongwei Wang Qi Xu 36 2 0 15 Dec 2024
Gated Parametric Neuron for Spike-based Audio Recognition Haoran Wang Herui Zhang Siyang Li Dongrui Wu 96 1 0 02 Dec 2024
Average-Over-Time Spiking Neural Networks for Uncertainty Estimation in Regression Tao Sun Sander M. Bohté UQCV BDL 96 0 0 29 Nov 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 76 7 0 25 Nov 2024
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks Prajna G. Malettira Shubham Negi Wachirawit Ponghiran Kaushik Roy AI4TS 71 1 0 22 Nov 2024
STOP: Spatiotemporal Orthogonal Propagation for Weight-Threshold-Leakage Synergistic Training of Deep Spiking Neural Networks Haoran Gao Xichuan Zhou Yingcheng Lin Min Tian Liyuan Liu Cong Shi 36 0 0 17 Nov 2024
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 25 0 0 07 Oct 2024
PRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks Yulong Huang Zunchang Liu Changchun Feng Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Hong Xing Bojun Cheng 38 1 0 04 Oct 2024
Functional Classification of Spiking Signal Data Using Artificial Intelligence Techniques: A Review Danial Sharifrazi Nouman Javed Javad Hassannataj Joloudari R. Alizadehsani Prasad N. Paradkar R. Tan U. Rajendra Acharya Asim Bhatti 33 0 0 26 Sep 2024
Decoding finger velocity from cortical spike trains with recurrent spiking neural networks Tengjun Liu Julia Gygax Julian Rossbroich Yansong Chua Shaomin Zhang Friedemann Zenke 32 3 0 03 Sep 2024
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models Shuaijie Shen Chao Wang Renzhuo Huang Yan Zhong Qinghai Guo Zhichao Lu Jianguo Zhang Luziwei Leng 45 8 0 27 Aug 2024
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs Marzieh Varposhti Mahyar Shahsavari Marcel van Gerven 35 1 0 23 Aug 2024
Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion Jiahao Su Kang You Zekai Xu Weizhi Xu Zhezhi He 26 0 0 18 Aug 2024
DPSNN: Spiking Neural Network for Low-Latency Streaming Speech Enhancement Tao Sun Sander Bohté 23 2 0 14 Aug 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 45 3 0 14 Aug 2024
Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification Erwan Plouet Dédalo Sanz-Hernández A. Vecchiola Julie Grollier F. Mizrahi 49 0 0 05 Aug 2024
MetaWearS: A Shortcut in Wearable Systems Lifecycle with Only a Few Shots Alireza Amirshahi Maedeh H.Toosi Siamak Mohammadi Stefano Albini Pasquale Davide Schiavone G. Ansaloni A. Aminifar David Atienza 31 0 0 04 Aug 2024
RSC-SNN: Exploring the Trade-off Between Adversarial Robustness and Accuracy in Spiking Neural Networks via Randomized Smoothing Coding Keming Wu Man Yao Yuhong Chou Xuerui Qiu Rui Yang Boxing Xu Guoqi Li AAML 35 4 0 29 Jul 2024
Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons Gauthier Boeshertz Giacomo Indiveri M. Nair Alpha Renner 38 2 0 18 Jul 2024
Ternary Spike-based Neuromorphic Signal Processing System Shuai Wang Dehao Zhang A. Belatreche Yichen Xiao Hongyu Qing Wenjie We Malu Zhang Yang Yang 45 7 0 07 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 55 5 0 05 Jul 2024
Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network Hyunseok Oh Youngki Lee 48 1 0 01 Jul 2024
A Differentiable Approach to Multi-scale Brain Modeling Chaoming Wang Muyang Lyu Tianqiu Zhang Sichao He Si Wu 36 1 0 28 Jun 2024
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition Liutao Yu Liwei Huang Chenlin Zhou Han Zhang Zhengyu Ma Huihui Zhou Yonghong Tian ViT 54 4 0 21 Jun 2024
Global-Local Convolution with Spiking Neural Networks for Energy-efficient Keyword Spotting Shuai Wang Dehao Zhang Kexin Shi Yuchen Wang Wenjie Wei Jibin Wu Malu Zhang 40 0 0 19 Jun 2024
ED-sKWS: Early-Decision Spiking Neural Networks for Rapid,and Energy-Efficient Keyword Spotting Zeyang Song Qianhui Liu Qu Yang Yizhou Peng Haizhou Li 33 0 0 14 Jun 2024
SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms Xingrun Xing Zheng Zhang Ziyi Ni Shitao Xiao Yiming Ju Siqi Fan Yequan Wang Jiajun Zhang Guoqi Li 45 9 0 05 Jun 2024
Iteration over event space in time-to-first-spike spiking neural networks for Twitter bot classification Mateusz Pabian D. Rzepka Miroslaw Pawlak 31 1 0 03 Jun 2024
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 47 5 0 01 Jun 2024
Understanding the Convergence in Balanced Resonate-and-Fire Neurons Saya Higuchi S. Bohté Sebastian Otte 34 1 0 01 Jun 2024
Flexible and Efficient Surrogate Gradient Modeling with Forward Gradient Injection Sebastian Otte MedIm 32 1 0 31 May 2024
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 30 4 0 27 May 2024
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost Jiakui Hu Man Yao Xuerui Qiu Yuhong Chou Yuxuan Cai Ning Qiao Yonghong Tian Boxing Xu Guoqi Li AI4CE 35 9 0 26 May 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 42 3 0 23 May 2024
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks Alberto Dequino Alessio Carpegna D. Nadalini Alessandro Savino Luca Benini S. Di Carlo Francesco Conti 36 2 0 08 May 2024
Scaling SNNs Trained Using Equilibrium Propagation to Convolutional Architectures Jiaqi Lin Malyaban Bal Abhronil Sengupta 42 2 0 04 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 36 0 0 24 Apr 2024
Exploring neural oscillations during speech perception via surrogate gradient spiking neural networks Alexandre Bittar Philip N. Garner 35 0 0 22 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 40 3 0 15 Apr 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 37 0 0 25 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 29 5 0 19 Feb 2024