Search Results for author: Louis Tao

Found 3 papers, 1 papers with code

Multi-band oscillations emerge from a simple spiking network

no code implementations29 Jun 2022 Tianyi Wu, Yuhang Cai, Ruilin Zhang, Zhongyi Wang, Louis Tao, Zhuo-Cheng Xiao

These results suggest a simple geometric mechanism behind the emergence of multi-band oscillations without appealing to oscillatory inputs or multiple synaptic or neuronal timescales.

The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware

1 code implementation13 Jun 2021 Alpha Renner, Forrest Sheldon, Anatoly Zlotnik, Louis Tao, Andrew Sornborger

To our knowledge, this is the first work to show a Spiking Neural Network (SNN) implementation of the backpropagation algorithm that is fully on-chip, without a computer in the loop.

Ranked #31 on Image Classification on MNIST (Accuracy metric)

BIG-bench Machine Learning Edge-computing +1

Model Reduction Captures Stochastic Gamma Oscillations on Low-Dimensional Manifolds

no code implementations5 Jan 2021 Yuhang Cai, Tianyi Wu, Louis Tao, Zhuo-Cheng Xiao

Here we propose a suite of Markovian model reduction methods with varying levels of complexity and applied it to spiking network models exhibiting heterogeneous dynamical regimes, ranging from homogeneous firing to strong synchrony in the gamma band.

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