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Gary Tom

2 accepted papers

2023

GAUCHE: A Library for Gaussian Processes in Chemistry

NeurIPS 2023poster

We introduce GAUCHE, an open-source library for GAUssian processes in CHEmistry. Gaussian processes have long been a cornerstone of probabilistic machine learning, affording particular advantages for uncertainty quantification and Bayesian optimisation. Extending Gaussian processes to molecular repr…

2023

Tartarus: A Benchmarking Platform for Realistic And Practical Inverse Molecular Design

NeurIPS 2023poster

The efficient exploration of chemical space to design molecules with intended properties enables the accelerated discovery of drugs, materials, and catalysts, and is one of the most important outstanding challenges in chemistry. Encouraged by the recent surge in computer power and artificial intelli…