Evidential Deep Learning for Guided Molecular Property Prediction and Discovery

While neural networks achieve state-of-the-art performance for many molecular modeling and structure-property prediction tasks, these models can struggle with generalization to out-of-domain examples, exhibit poor sample efficiency, and produce uncalibrated predictions. In this paper, we leverage ad...

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Bibliographic Details
Main Authors: Soleimany, Ava P (Author), Amini, Alexander (Author), Goldman, Samuel (Author), Rus, Daniela (Author), Bhatia, Sangeeta N (Author), Coley, Connor W (Author)
Format: Article
Language:English
Published: American Chemical Society (ACS), 2022-05-27T15:04:36Z.
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