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pytorch-normalizing-flows

2020-02-25 | |  32 |   0 |   0

pytorch-normalizing-flows

Implementions of normalizing flows (NICE, RealNVP, MAF, IAF, Neural Splines Flows, etc) in PyTorch.

todos

  • TODO: make work on GPU

  • TODO: 2D -> ND: get (flat) using MNIST

  • TODO: ND -> images (multi-scale architectures, Glow nets, etc) on MNIST/CIFAR/ImageNet

  • TODO: more stable residual-like IAF-style updates (tried but didn't work too well)

  • TODO: parallel wavenet

  • TODO: radial/planar 2D flows from Rezende Mohamed 2015?


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