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Extended study on atomic featurization in graph neural networks for molecular property prediction

Graph neural networks have recently become a standard method for analyzing chemical compounds. In the field of molecular property prediction, the emphasis is now on designing new model architectures, and the importance of atom featurization is oftentimes belittled. When contrasting two graph neural...

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Detalles Bibliográficos
Autores principales: Wojtuch, Agnieszka, Danel, Tomasz, Podlewska, Sabina, Maziarka, Łukasz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10507875/
https://www.ncbi.nlm.nih.gov/pubmed/37726841
http://dx.doi.org/10.1186/s13321-023-00751-7