Laura L. Dunphy

Machine Learning for Toxicity Prediction in Low-Sample Molecular Classes

Deep learning models such as Chemprop have advanced quantitative molecular property prediction, but their reliance on large training sets limits use in data-scarce domains. We propose a framework that fine-tunes a general baseline model trained on publicly available data on small, class-specific datasets. The resulting...