Search Results for author: Garrett M. Morris

Found 5 papers, 3 papers with code

Sort & Slice: A Simple and Superior Alternative to Hash-Based Folding for Extended-Connectivity Fingerprints

no code implementations10 Mar 2024 Markus Dablander, Thierry Hanser, Renaud Lambiotte, Garrett M. Morris

Extended-connectivity fingerprints (ECFPs) are a ubiquitous tool in current cheminformatics and molecular machine learning, and one of the most prevalent molecular feature extraction techniques used for chemical prediction.

Molecular Property Prediction Property Prediction

Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over Functions

1 code implementation14 Jul 2023 Leo Klarner, Tim G. J. Rudner, Michael Reutlinger, Torsten Schindler, Garrett M. Morris, Charlotte Deane, Yee Whye Teh

Accelerating the discovery of novel and more effective therapeutics is an important pharmaceutical problem in which deep learning is playing an increasingly significant role.

Domain Adaptation Drug Discovery

Exploring QSAR Models for Activity-Cliff Prediction

1 code implementation31 Jan 2023 Markus Dablander, Thierry Hanser, Renaud Lambiotte, Garrett M. Morris

Pairs of similar compounds that only differ by a small structural modification but exhibit a large difference in their binding affinity for a given target are known as activity cliffs (ACs).

molecular representation

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