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09/18/2023
Spiking-LEAF: A Learnable Auditory front-end for Spiking Neural Networks
Brain-inspired spiking neural networks (SNNs) have demonstrated great po...
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08/29/2023
Unleashing the Potential of Spiking Neural Networks for Sequential Modeling with Contextual Embedding
The human brain exhibits remarkable abilities in integrating temporally ...
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08/25/2023
TC-LIF: A Two-Compartment Spiking Neuron Model for Long-term Sequential Modelling
The identification of sensory cues associated with potential opportuniti...
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07/14/2023
Long Short-term Memory with Two-Compartment Spiking Neuron
The identification of sensory cues associated with potential opportuniti...
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05/26/2023
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural Networks
The biological neural systems evolved to adapt to ecological environment...
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10/10/2022
Training Spiking Neural Networks with Local Tandem Learning
Spiking neural networks (SNNs) are shown to be more biologically plausib...
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03/30/2021
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker Speech
Speaker verification has been studied mostly under the single-talker con...
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07/07/2020
Multi-Tones' Phase Coding (MTPC) of Interaural Time Difference by Spiking Neural Network
Inspired by the mammal's auditory localization pathway, in this paper we...
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07/02/2020
Progressive Tandem Learning for Pattern Recognition with Deep Spiking Neural Networks
Spiking neural networks (SNNs) have shown clear advantages over traditio...
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06/03/2020
You Only Spike Once: Improving Energy-Efficient Neuromorphic Inference to ANN-Level Accuracy
In the past decade, advances in Artificial Neural Networks (ANNs) have a...
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03/26/2020
Spike-Timing-Dependent Back Propagation in Deep Spiking Neural Networks
The success of Deep Neural Networks (DNNs) can be attributed to its deep...
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11/19/2019
Deep Spiking Neural Networks for Large Vocabulary Automatic Speech Recognition
Artificial neural networks (ANN) have become the mainstream acoustic mod...
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09/12/2019
Neural Population Coding for Effective Temporal Classification
Neural encoding plays an important role in faithfully describing the tem...
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09/03/2019
An efficient and perceptually motivated auditory neural encoding and decoding algorithm for spiking neural networks
Auditory front-end is an integral part of a spiking neural network (SNN)...
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07/02/2019
A Hybrid Learning Rule for Efficient and Rapid Inference with Spiking Neural Networks
The emerging neuromorphic computing (NC) architectures have shown compel...
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07/02/2019
A Tandem Learning Rule for Efficient and Rapid Inference on Deep Spiking Neural Networks
Emerging neuromorphic computing (NC) architectures have shown compelling...
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02/15/2019