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Will Grathwohl's Projects

backpropthroughthevoidrl icon backpropthroughthevoidrl

RL Experiments from our paper "Backpropagation Through the Void": https://arxiv.org/abs/1711.00123. Lovingly forked from OpenAI's RL Baseline repo.

dcgan-tensorflow icon dcgan-tensorflow

A tensorflow implementation of Deep Convolutional Generative Adversarial Networks

deeplearningrefuse icon deeplearningrefuse

A dump of some of my deep learning projects from the past year. Includes adversarial models and variational autoencoders

discs icon discs

DISCS: The code base for the Benchmark for Discrete Sampling

gwg_release icon gwg_release

Official release of code for "Oops I Took A Gradient: Scalable Sampling for Discrete Distributions"

inference_sandbox icon inference_sandbox

A simple sandbox environment build on top of tensorflow for testing variational inference algorithms

jaxflows icon jaxflows

Will wants to learn JAX. He will implement flows.

jem icon jem

Project site for "Your Classifier is Secretly an Energy-Based Model and You Should Treat it Like One"

lsd icon lsd

Official Release of "Learning the Stein Discrepancy for Training and Evaluating Energy-Based Models without Sampling"

noreward-rl icon noreward-rl

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

proba_proto icon proba_proto

Probabilistic Reinterpretation of Prototypical Networks

reparamer icon reparamer

houses utilities for reparameterization gradients for nonstandard distributions

snf icon snf

will plays around with stochastic normalizing flows

spaghetti-dql icon spaghetti-dql

This is an implementation of Deep Q Learning and a simple game engine to test it.

tf_magic_init icon tf_magic_init

Implementation of (https://arxiv.org/pdf/1511.06856v2.pdf) in tensorflow.

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