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2103.12593
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Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks
Nature Machine Intelligence (Nat. Mach. Intell.), 2021
12 March 2021
Bojian Yin
Federico Corradi
S. Bohté
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Papers citing
"Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks"
50 / 128 papers shown
Parallel Delayed Memory Units for Enhanced Temporal Modeling in Biomedical and Bioacoustic Signal Analysis
IEEE Transactions on Audio, Speech, and Language Processing (TASLP), 2025
Pengfei Sun
Wenyu Jiang
P. Devos
Dick Botteldooren
145
1
0
01 Dec 2025
Attention via Synaptic Plasticity is All You Need: A Biologically Inspired Spiking Neuromorphic Transformer
Kallol Mondal
Ankush Kumar
141
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0
18 Nov 2025
ASecond-Order SpikingSSM for Wearables
Kartikay Agrawal
Abhijeet Vikram
Vedant Sharma
Vaishnavi N.
Ayon Borthakur
217
0
0
16 Oct 2025
Population-Coded Spiking Neural Networks for High-Dimensional Robotic Control
Kanishkha Jaisankar
Xiaoyang Jiang
Feifan Liao
Jeethu Sreenivas Amuthan
143
1
0
12 Oct 2025
Efficient Training of Spiking Neural Networks by Spike-aware Data Pruning
Chenxiang Ma
Xinyi Chen
Yujie Wu
Kay Chen Tan
Jibin Wu
AAML
174
1
0
05 Oct 2025
DelRec: learning delays in recurrent spiking neural networks
Alexandre Queant
Ulysse Rançon
Benoit R. Cottereau
T. Masquelier
292
7
0
29 Sep 2025
Dendritic Resonate-and-Fire Neuron for Effective and Efficient Long Sequence Modeling
Dehao Zhang
Malu Zhang
Shuai Wang
Jingya Wang
Wenjie Wei
Zeyu Ma
Guoqing Wang
Yang Yang
Haizhou Li
271
5
0
21 Sep 2025
Spiking Neural Networks for Continuous Control via End-to-End Model-Based Learning
Justus F. Huebotter
Pablo Lanillos
Marcel van Gerven
Serge Thill
229
1
0
03 Sep 2025
A Brain-Inspired Gating Mechanism Unlocks Robust Computation in Spiking Neural Networks
Qianyi Bai
Haiteng Wang
Qiang Yu
189
0
0
03 Sep 2025
Task-Aware Tuning of Time Constants in Spiking Neural Networks for Multimodal Classification
Chiu-Chang Cheng
Kapil Bhardwaj
Ya-Ning Chang
Sayani Majumdar
Chao-Hung Wang
120
0
0
23 Aug 2025
Fully Spiking Actor-Critic Neural Network for Robotic Manipulation
Liwen Zhang
Heng Deng
Guanghui Sun
173
0
0
16 Aug 2025
Multimodal Spiking Neural Network for Space Robotic Manipulation
Liwen Zhang
D. Zhou
Shibo Shao
Zihao Su
Guanghui Sun
113
0
0
10 Aug 2025
HetSyn: Versatile Timescale Integration in Spiking Neural Networks via Heterogeneous Synapses
Zhichao Deng
Zhikun Liu
Junxue Wang
Shengqian Chen
Xiang Wei
Qiang Yu
143
0
0
01 Aug 2025
Adaptive Time-step Training for Enhancing Spike-Based Neural Radiance Fields
Ranxi Lin
Canming Yao
Jiayi Li
Weihang Liu
Xin Lou
Pingqiang Zhou
AI4CE
206
0
0
30 Jul 2025
IML-Spikeformer: Input-aware Multi-Level Spiking Transformer for Speech Processing
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025
Zeyang Song
Shimin Zhang
Yuhong Chou
Jibin Wu
Haizhou Li
291
0
0
10 Jul 2025
A Scalable Hybrid Training Approach for Recurrent Spiking Neural Networks
Maximilian Baronig
Yeganeh Bahariasl
Ozan Özdenizci
Robert Legenstein
206
2
0
17 Jun 2025
SiLIF: Structured State Space Model Dynamics and Parametrization for Spiking Neural Networks
Maxime Fabre
Lyubov Dudchenko
Emre Neftci
Emre Neftci
540
8
0
04 Jun 2025
Spatio-Temporal Decoupled Learning for Spiking Neural Networks
Chenxiang Ma
Xinyi Chen
Kay Chen Tan
Jibin Wu
230
0
0
01 Jun 2025
Neuromorphic Sequential Arena: A Benchmark for Neuromorphic Temporal Processing
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Xinyi Chen
Chenxiang Ma
Yujie Wu
Kay Chen Tan
Jibin Wu
AI4TS
206
6
0
28 May 2025
Revisiting Reset Mechanisms in Spiking Neural Networks for Sequential Modeling: Specialized Discretization for Binary Activated RNN
Enqi Zhang
MQ
1.1K
1
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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
319
0
0
23 Apr 2025
Causal pieces: analysing and improving spiking neural networks piece by piece
Dominik Dold
Philipp Christian Petersen
CML
423
2
0
18 Apr 2025
Adaptively Pruned Spiking Neural Networks for Energy-Efficient Intracortical Neural Decoding
Francesca Rivelli
Martin Popov
Charalampos Kouzinopoulos
Guangzhi Tang
225
3
0
15 Apr 2025
Learning with Spike Synchrony in Spiking Neural Networks
Yuchen Tian
Assel Kembay
Nhan Duy Truong
Nhan Duy Truong
Omid Kavehei
Omid Kavehei
316
0
0
14 Apr 2025
On the Adversarial Robustness of Spiking Neural Networks Trained by Local Learning
Jiaqi Lin
Abhronil Sengupta
AAML
414
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
457
1
0
03 Apr 2025
Scaling Up Resonate-and-Fire Networks for Fast Deep Learning
Thomas E. Huber
J. Lecomte
Borislav Polovnikov
Axel von Arnim
305
5
0
01 Apr 2025
Fundamental Survey on Neuromorphic Based Audio Classification
Amlan Basu
Pranav Chaudhari
Gaetano Di Caterina
AI4TS
312
1
0
20 Feb 2025
Multiplication-Free Parallelizable Spiking Neurons with Efficient Spatio-Temporal Dynamics
Peng Xue
Wei Fang
Zhengyu Ma
Zihan Huang
Zhaokun Zhou
Yonghong Tian
T. Masquelier
Huihui Zhou
557
1
0
24 Jan 2025
Never Reset Again: A Mathematical Framework for Continual Inference in Recurrent Neural Networks
Neuro Inspired Computational Elements Workshop (NICE), 2024
Bojian Yin
Federico Corradi
CLL
256
2
0
20 Dec 2024
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks
AAAI Conference on Artificial Intelligence (AAAI), 2024
Kairong Yu
Tianqing Zhang
Hongwei Wang
Qi Xu
600
16
0
15 Dec 2024
Gated Parametric Neuron for Spike-based Audio Recognition
Haoran Wang
Herui Zhang
Siyang Li
Dongrui Wu
312
3
0
02 Dec 2024
Average-Over-Time Spiking Neural Networks for Uncertainty Estimation in Regression
Tao Sun
Sander M. Bohté
UQCV
BDL
484
1
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29 Nov 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Man Yao
Xuerui Qiu
Tianxiang Hu
J. Hu
Yuhong Chou
Keyu Tian
Jianxing Liao
Luziwei Leng
Bo Xu
Guoqi Li
402
64
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25 Nov 2024
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks
Prajna G. Malettira
Shubham Negi
Wachirawit Ponghiran
Kaushik Roy
AI4TS
367
4
0
22 Nov 2024
STOP: Spatiotemporal Orthogonal Propagation for Weight-Threshold-Leakage Synergistic Training of Deep Spiking Neural Networks
Neuromorphic Computing and Engineering (NCE), 2024
Haoran Gao
Xichuan Zhou
Yingcheng Lin
Min Tian
Liyuan Liu
Cong Shi
426
1
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
366
3
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
330
5
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. Acharya
Asim Bhatti
270
1
0
26 Sep 2024
Decoding finger velocity from cortical spike trains with recurrent spiking neural networks
Biomedical Circuits and Systems Conference (BioCAS), 2024
Tengjun Liu
Julia Gygax
Julian Rossbroich
Yansong Chua
Shaomin Zhang
Friedemann Zenke
189
6
0
03 Sep 2024
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models
AAAI Conference on Artificial Intelligence (AAAI), 2024
Shuaijie Shen
Chao Wang
Renzhuo Huang
Yan Zhong
Qinghai Guo
Zhichao Lu
Jianguo Zhang
Luziwei Leng
314
21
0
27 Aug 2024
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs
Marzieh Varposhti
Mahyar Shahsavari
Marcel van Gerven
392
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23 Aug 2024
Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion
International Conference on Artificial Neural Networks (ICANN), 2024
Jiahao Su
Kang You
Zekai Xu
Weizhi Xu
Zhezhi He
327
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18 Aug 2024
DPSNN: Spiking Neural Network for Low-Latency Streaming Speech Enhancement
Tao Sun
Sander Bohté
233
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Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation
Nature Communications (Nat. Commun.), 2024
Maximilian Baronig
Romain Ferrand
Silvester Sabathiel
Robert Legenstein
439
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Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification
Physical Review Applied (Phys. Rev. Appl.), 2024
Erwan Plouet
Dédalo Sanz-Hernández
A. Vecchiola
Julie Grollier
F. Mizrahi
379
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MetaWearS: A Shortcut in Wearable Systems Lifecycle with Only a Few Shots
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Maedeh H.Toosi
Siamak Mohammadi
Stefano Albini
Pasquale Davide Schiavone
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A. Aminifar
David Atienza
212
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RSC-SNN: Exploring the Trade-off Between Adversarial Robustness and Accuracy in Spiking Neural Networks via Randomized Smoothing Coding
ACM Multimedia (MM), 2024
Keming Wu
Man Yao
Yuhong Chou
Xuerui Qiu
Rui Yang
Boxing Xu
Guoqi Li
AAML
264
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Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons
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Giacomo Indiveri
M. Nair
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224
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Ternary Spike-based Neuromorphic Signal Processing System
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Dehao Zhang
A. Belatreche
Yichen Xiao
Hongyu Qing
Wenjie We
Malu Zhang
Yang Yang
295
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07 Jul 2024
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