2019

Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures

Hoffmann, Jordan, Maestrati, Louis, Sawada, Yoshihide et al.

Understand

Generative models have achieved impressive results in many domains including image and text generation.

  • In the natural sciences, generative models have led to rapid progress in automated drug discovery.
  • Many of the current methods focus on either 1-D or 2-D representations of typically small, drug-like molecules.
  • However, many molecules require 3-D descriptors and exceed the chemical complexity of commonly used dataset.

Reading the bibliography…