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Raul Fernandez-Diaz

2 accepted papers

2025

A new framework for evaluating model out-of-distribution generalisation for the biochemical domain

ICLR 2025poster

Quantifying model generalization to out-of-distribution data has been a longstanding challenge in machine learning. Addressing this issue is crucial for leveraging machine learning in scientific discovery, where models must generalize to new molecules or materials. Current methods typically split da…

Cited by 1SourcePDFScholar
2024

Knowledge Enhanced Representation Learning for Drug Discovery

AAAI 2024technical

Recent research on predicting the binding affinity between drug molecules and proteins use representations learned, through unsupervised learning techniques, from large databases of molecule SMILES and protein sequences. While these representations have significantly enhanced the predictions, they a…