Search Results for author: Vivek Kurien George

Found 2 papers, 0 papers with code

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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