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06/09/2023
Spike timing reshapes robustness against attacks in spiking neural networks
The success of deep learning in the past decade is partially shrouded in...
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06/06/2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks
Spiking neural networks (SNNs) have manifested remarkable advantages in ...
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04/19/2023
Biologically inspired structure learning with reverse knowledge distillation for spiking neural networks
Spiking neural networks (SNNs) have superb characteristics in sensory in...
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04/12/2023
Constructing Deep Spiking Neural Networks from Artificial Neural Networks with Knowledge Distillation
Spiking neural networks (SNNs) are well known as the brain-inspired mode...
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10/21/2022
Biologically Plausible Variational Policy Gradient with Spiking Recurrent Winner-Take-All Networks
One stream of reinforcement learning research is exploring biologically ...
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04/30/2019
Reconstruction of Natural Visual Scenes from Neural Spikes with Deep Neural Networks
Neural coding is one of the central questions in systems neuroscience fo...
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02/22/2019
Probabilistic Inference of Binary Markov Random Fields in Spiking Neural Networks through Mean-field Approximation
Recent studies have suggested that the cognitive process of the human br...
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11/06/2018
Revealing Fine Structures of the Retinal Receptive Field by Deep Learning Networks
Deep convolutional neural networks (CNNs) have demonstrated impressive p...
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08/12/2018
Neural System Identification with Spike-triggered Non-negative Matrix Factorization
Neuronal circuits formed in the brain are complex with intricate connect...
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08/12/2018
Characterizing Neuronal Circuits with Spike-triggered Non-negative Matrix Factorization
Neuronal circuits formed in the brain are complex with intricate connect...
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08/02/2018
Winner-Take-All as Basic Probabilistic Inference Unit of Neuronal Circuits
Experimental observations of neuroscience suggest that the brain is work...
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06/15/2018
A simple blind-denoising filter inspired by electrically coupled photoreceptors in the retina
Photoreceptors in the retina are coupled by electrical synapses called "...
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11/08/2017