Ruben Villegas's starred repositories

AI4Animation

Bringing Characters to Life with Computer Brains in Unity

dm_control

Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

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rllab

rllab is a framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym.

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fold

Deep learning with dynamic computation graphs in TensorFlow

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DeepGTAV

A plugin for GTAV that transforms it into a vision-based self-driving car research environment.

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large-scale-curiosity

Code for the paper "Large-Scale Study of Curiosity-Driven Learning"

RelativisticGAN

Code for replication of the paper "The relativistic discriminator: a key element missing from standard GAN"

NeuralTuringMachine

Tensorflow implementation of a Neural Turing Machine

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neural-architecture-search

Basic implementation of [Neural Architecture Search with Reinforcement Learning](https://arxiv.org/abs/1611.01578).

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self-imitation-learning

ICML 2018 Self-Imitation Learning

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bodynet

BodyNet: Volumetric Inference of 3D Human Body Shapes, ECCV 2018

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voxel-flow

Video Frame Synthesis using Deep Voxel Flow (ICCV 2017 Oral)

gym-extensions

This repo is intended as an extension for OpenAI Gym for auxiliary tasks (multitask learning, transfer learning, inverse reinforcement learning, etc.)

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DBNet

DBNet: A Large-Scale Dataset for Driving Behavior Learning, CVPR 2018

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nips16_PTN

Torch Implementation of NIPS'16 paper: Perspective Transformer Nets

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treernn

Recurrent Neural Networks with tree structure in Tensorflow

eccv16_attr2img

Torch Implemention of ECCV'16 paper: Attribute2Image

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long-term-video-prediction-without-supervision

Implementation of Hierarchical Long-term Video Prediction without Supervision

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MANN

Mode-Adaptive Neural Networks for Quadraped Motion Control

third_person_im

third person imitation learning. Archival only.

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Relational-NEM

Code for the "Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions" paper.

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learning2run

Our NIPS 2017: Learning to Run source code

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tf_videogan

A TensorFlow version of "Generating Videos with Scene Dynamics" (generator only)

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cap2vid

Attentive Semantic Video Generation using Captions

ptnbhwd

Perspective Transformer Layer

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geoaware_grasping

ArXiv paper website

Sync-DRAW

Sync-DRAW: Automatic Video Generation using Deep Recurrent Attentive Architectures