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Effective and Efficient Computation with Multiple-timescale Spiking Recurrent Neural Networks
24 May 2020
Bojian Yin
Federico Corradi
Sander M. Bohté
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Papers citing
"Effective and Efficient Computation with Multiple-timescale Spiking Recurrent Neural Networks"
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Tram T. Doan
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GazeSCRNN: Event-based Near-eye Gaze Tracking using a Spiking Neural Network
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TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks
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Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation
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Lei Liu
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Aili Wang
323
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Zunchang Liu
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Xiaopeng Lin
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Deep activity propagation via weight initialization in spiking neural networks
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303
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Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs
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Mahyar Shahsavari
Marcel van Gerven
392
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Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion
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Kang You
Zekai Xu
Weizhi Xu
Zhezhi He
325
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The Role of Temporal Hierarchy in Spiking Neural Networks
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Pau Vilimelis Aceituno
Laura Kriener
Melika Payvand
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Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing
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326
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Muyang Lyu
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Sina Khajehabdollahi
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Application based Evaluation of an Efficient Spike-Encoder, "Spiketrum"
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Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods
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Han Zhang
Liutao Yu
Yumin Ye
Zhaokun Zhou
Liwei Huang
Zhengyu Ma
Xiaopeng Fan
Huihui Zhou
Yonghong Tian
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A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation
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Liangxiu Han
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Darren Dancey
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GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL
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Ziming Wang
Runhao Jiang
Rui Yan
Huajin Tang
246
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Exploring neural oscillations during speech perception via surrogate gradient spiking neural networks
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Philip N. Garner
197
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22 Apr 2024
MK-SGN: A Spiking Graph Convolutional Network with Multimodal Fusion and Knowledge Distillation for Skeleton-based Action Recognition
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Hailun Xia
Zeyu Liang
Yuchen Du
438
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16 Apr 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons
Yujia Yin
Xinyi Chen
Chenxiang Ma
Jibin Wu
Kay Chen Tan
313
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SNNLP: Energy-Efficient Natural Language Processing Using Spiking Neural Networks
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154
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Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons
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280
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Expanding memory in recurrent spiking networks
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Fabien Alibart
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244
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Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate
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Jibin Wu
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Dick Botteldooren
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SpikeCLIP: A Contrastive Language-Image Pretrained Spiking Neural Network
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Xiaoqing Zheng
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Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks
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Sina Khajehabdollahi
Roxana Zeraati
E. Giannakakis
T. Schafer
Georg Martius
Anna Levina
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168
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SpikeBERT: A Language Spikformer Learned from BERT with Knowledge Distillation
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Chenxi Gu
Zixuan Ling
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Xiaoqing Zheng
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493
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TC-LIF: A Two-Compartment Spiking Neuron Model for Long-Term Sequential Modelling
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Qu Yang
Chenxiang Ma
Jibin Wu
Haizhou Li
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431
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25 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks
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Xiaode Liu
Y. Chen
Liwen Zhang
Weihang Peng
Yuhan Zhang
Xuhui Huang
Zhe Ma
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243
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Long Short-term Memory with Two-Compartment Spiking Neuron
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205
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328
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Direct Learning-Based Deep Spiking Neural Networks: A Review
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The Intel Neuromorphic DNS Challenge
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Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles
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