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Several people have asked for background material for the workshop-- (Wallach, 2015, http://arxiv.org/pdf/1510.02855.pdf http://arxiv.org/pdf/1510.02855.pdf) A
by momeara 10y ago
Several people have asked for background material for the workshop--
(Wallach, 2015, http://arxiv.org/pdf/1510.02855.pdf http://arxiv.org/pdf/1510.02855.pdf)
AtomNet: A Deep Convolutional Neural Network for Bioactivity Prediction in Structure-based Drug Discovery
(Duvenaud, 2015, http://papers.nips.cc/paper/5954-convolutional-networks-on-graphs-for-learning-molecular-fingerprints.pdf http://papers.nips.cc/paper/5954-convolutional-networks-on-g...)
Convolutional Networks on Graphs for Learning Molecular Fingerprints
(Kearnes, 2016, http://arxiv.org/abs/1606.08793v1 http://arxiv.org/abs/1606.08793v1)
Modeling Industrial ADMET Data with Multitask Networks
(Gómez-Bombarelli, 2016, doi:10.1038/nmat4717)
Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach
and of course
(Gómez-Bombarelli, 2016, https://arxiv.org/abs/1610.02415 https://arxiv.org/abs/1610.02415)
Automatic chemical design using a data-driven continuous representation of molecules