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Model agnostic generation of counterfactual explanations for molecules

An outstanding challenge in deep learning in chemistry is its lack of interpretability. The inability of explaining why a neural network makes a prediction is a major barrier to deployment of AI models. This not only dissuades chemists from using deep learning predictions, but also has led to neural...

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Detalles Bibliográficos
Autores principales: Wellawatte, Geemi P., Seshadri, Aditi, White, Andrew D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966631/
https://www.ncbi.nlm.nih.gov/pubmed/35432902
http://dx.doi.org/10.1039/d1sc05259d

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