ContinuousNormalizingFlows

Implementations of Infinitesimal Continuous Normalizing Flows Algorithms in Julia

Implementation of ICNF.

Refs:

Chen, Ricky TQ, Yulia Rubanova, Jesse Bettencourt, and David Duvenaud. "Neural Ordinary Differential Equations." arXiv preprint arXiv:1806.07366 (2018).

Grathwohl, Will, Ricky TQ Chen, Jesse Bettencourt, Ilya Sutskever, and David Duvenaud. "Ffjord: Free-form continuous dynamics for scalable reversible generative models." arXiv preprint arXiv:1810.01367 (2018).

Finlay, Chris, Jörn-Henrik Jacobsen, Levon Nurbekyan, and Adam M. Oberman. "How to train your neural ODE: the world of Jacobian and kinetic regularization." arXiv preprint arXiv:2002.02798 (2020).

Dupont, Emilien, Arnaud Doucet, and Yee Whye Teh. "Augmented Neural ODEs." arXiv preprint arXiv:1904.01681 (2019).

Ghosh, Arnab, Harkirat Singh Behl, Emilien Dupont, Philip HS Torr, and Vinay Namboodiri. "STEER: Simple Temporal Regularization For Neural ODEs." arXiv preprint arXiv:2006.10711 (2020).

Implementation of Planar Layer from

Chen, Ricky TQ, Yulia Rubanova, Jesse Bettencourt, and David Duvenaud. "Neural Ordinary Differential Equations." arXiv preprint arXiv:1806.07366 (2018).