Search Results for author: Peter Nugent

Found 3 papers, 3 papers with code

Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks

1 code implementation18 Mar 2022 Venkitesh Ayyar, Robert Knop Jr., Autumn Awbrey, Alexis Andersen, Peter Nugent

Performing a relabeling of the images in this subset, the resulting classification with CNNs is significantly better than previous results.

Astronomy Image Classification

Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug Discovery

4 code implementations ICLR 2022 Yulun Wu, Mikaela Cashman, Nicholas Choma, Érica T. Prates, Verónica G. Melesse Vergara, Manesh Shah, Andrew Chen, Austin Clyde, Thomas S. Brettin, Wibe A. de Jong, Neeraj Kumar, Martha S. Head, Rick L. Stevens, Peter Nugent, Daniel A. Jacobson, James B. Brown

We developed Distilled Graph Attention Policy Network (DGAPN), a reinforcement learning model to generate novel graph-structured chemical representations that optimize user-defined objectives by efficiently navigating a physically constrained domain.

Drug Discovery Graph Attention

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