Jan 21, 2018

Designing Neural Net Architectures with Reinforcement Learning

 Neural Architecture Search with Reinforcement Learning

Jan 12, 2018

Training Neural Nets with Simple Genetic Algorithms

 Deep Neuroevolution - Genetic Algorithms to Train Deep Nets for RL

Dec 13, 2017

Learning Hierarchies to Solve a Range of RL Tasks

 Meta Learning Shared Hierarchies by Frans et al.

Oct 12, 2017

Failure is Simply a Success at Something Else

 Hindsight Experience Replay

Sep 13, 2017

Human Pose Imitation with Self-Supervised Learning

 Time-Contrastive Networks. Self-Supervised Learning from Multi-View Observation

Aug 1, 2017

Model Agnostic Meta Learning

 Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

Jul 9, 2017

Modular Policies for Multi-task Learning

 Learning Modular Neural Network Policies for Multi-Task and Multi-Robot Transfer

Jun 1, 2017

Using Ensembles of Environtments to Learn Under Simulation Error

 EPOpt - Robust Neural Net Policies Using Ensembles by Rajeswaran et al.

May 14, 2017

Benchmarking Recent Progress in Deep RL for Continuous Control

 Benchmarking Deep Reinforcement Learning for Continuous Control