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Transformer Convolutional Neural Network is one of the best approaches available on the OCHEM web site.

It has been recently published at "Transformer-CNN: Swiss knife for QSAR modeling and interpretation" Journal of Cheminformatics.

The method does not require any descriptors and as a rule provides the most accurate models.