Search Results for author: Arghya Datta

Found 3 papers, 1 papers with code

Measuring and Mitigating Local Instability in Deep Neural Networks

no code implementations18 May 2023 Arghya Datta, Subhrangshu Nandi, Jingcheng Xu, Greg Ver Steeg, He Xie, Anoop Kumar, Aram Galstyan

We formulate the model stability problem by studying how the predictions of a model change, even when it is retrained on the same data, as a consequence of stochasticity in the training process.

Natural Language Understanding

Fair-Net: A Network Architecture For Reducing Performance Disparity Between Identifiable Sub-Populations

no code implementations1 Jun 2021 Arghya Datta, S. Joshua Swamidass

This problem is aggravated across many domains where datasets are class imbalanced, with a minority class far rarer than the majority class.

Deep learning long-range information in undirected graphs with wave networks

1 code implementation29 Oct 2018 Matthew K. Matlock, Arghya Datta, Na Le Dang, Kevin Jiang, S. Joshua Swamidass

Some of these algorithms depend on propagating information between distant nodes in a graph.

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