609 citations · 610 across the 2 of their papers we have counts for
4 papers · 1 filter
Dota 2 with Large Scale Deep Reinforcement Learning
OpenAI, :, Christopher Berner +24
On April 13th, 2019, OpenAI Five became the first AI system to defeat the world champions at an esports game. The game of Dota 2 presents novel challenges for AI systems such as lo…
Learning Dexterous In-Hand Manipulation
OpenAI, Marcin Andrychowicz, Bowen Baker +14
We use reinforcement learning (RL) to learn dexterous in-hand manipulation policies which can perform vision-based object reorientation on a physical Shadow Dexterous Hand. The tra…
Fast optimization of Multithreshold Entropy Linear Classifier
Rafal Jozefowicz, Wojciech Marian Czarnecki
Multithreshold Entropy Linear Classifier (MELC) is a density based model which searches for a linear projection maximizing the Cauchy-Schwarz Divergence of dataset kernel density e…
Maximum Entropy Linear Manifold for Learning Discriminative Low-dimensional Representation
Wojciech Marian Czarnecki, Rafał Józefowicz, Jacek Tabor
Representation learning is currently a very hot topic in modern machine learning, mostly due to the great success of the deep learning methods. In particular low-dimensional repres…