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Structure-aware generative molecular design: from 2D or 3D?

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TL;DR: I compared recent structure-explicit (3D) algorithms vs. structure-implicit (typically 2D) algorithms for structure-aware generative molecular design. I found that from a practical perspective structure-implicit (2D) methods are currently more useful, but, scoring function is important. See details and future outlook below, or jupyter notebook for data and analysis.