Search Results for author: Gabriel A. Silva

Found 3 papers, 0 papers with code

Using Quantum Computing to Infer Dynamic Behaviors of Biological and Artificial Neural Networks

no code implementations27 Mar 2024 Gabriel A. Silva

This is a component of the still-nascent topic of applying quantum computing to the modeling and simulations of biological and artificial neural networks.

Learning without gradient descent encoded by the dynamics of a neurobiological model

no code implementations16 Mar 2021 Vivek Kurien George, Vikash Morar, Weiwei Yang, Jonathan Larson, Bryan Tower, Shweti Mahajan, Arkin Gupta, Christopher White, Gabriel A. Silva

The success of state-of-the-art machine learning is essentially all based on different variations of gradient descent algorithms that minimize some version of a cost or loss function.

BIG-bench Machine Learning

Generalizable Machine Learning in Neuroscience using Graph Neural Networks

no code implementations16 Oct 2020 Paul Y. Wang, Sandalika Sapra, Vivek Kurien George, Gabriel A. Silva

Although a number of studies have explored deep learning in neuroscience, the application of these algorithms to neural systems on a microscopic scale, i. e. parameters relevant to lower scales of organization, remains relatively novel.

BIG-bench Machine Learning Inductive Bias

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