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Drug discovery starts with better property predictions on out-of-distribution molecules. Neopoly improves the extrapolation capabilities of your predictive model using causality then leverages it to discover your optimal molecule.
Causal-Chemprop: Causal Molecular Machine Learning for Property Prediction and Molecular Optimization
Authors: Christian Natajaya(1), Jackson Burns(2) and Lucas Attia(2)
(1)Neopoly Ltd, London, United Kingdom
(2)Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA