Cellular State Transformations using Generative Adversarial Networks

1 code implementation • 28 Jun 2019 • Colin Targonski, Benjamin T. Shealy, Melissa C. Smith, F. Alex Feltus

We introduce a novel method to unite deep learning with biology by which generative adversarial networks (GANs) generate transcriptome perturbations and reveal condition-defining gene expression patterns.

Generalized Value Iteration Networks: Life Beyond Lattices

1 code implementation • 8 Jun 2017 • Sufeng. Niu, Siheng Chen, Hanyu Guo, Colin Targonski, Melissa C. Smith, Jelena Kovačević

GVIN emulates the value iteration algorithm by using a novel graph convolution operator, which enables GVIN to learn and plan on irregular spatial graphs.

Q-Learning