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Atari Games

72 papers with code · Playing Games
Subtask of Video Games

The Atari 2600 Games task (and dataset) involves training an agent to achieve high game scores.

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Greatest papers with code

Deep Exploration via Bootstrapped DQN

NeurIPS 2016 tensorflow/models

Efficient exploration in complex environments remains a major challenge for reinforcement learning.

ATARI GAMES EFFICIENT EXPLORATION

Implicit Quantile Networks for Distributional Reinforcement Learning

ICML 2018 google/dopamine

In this work, we build on recent advances in distributional reinforcement learning to give a generally applicable, flexible, and state-of-the-art distributional variant of DQN.

ATARI GAMES DISTRIBUTIONAL REINFORCEMENT LEARNING

Prioritized Experience Replay

18 Nov 2015google/dopamine

Experience replay lets online reinforcement learning agents remember and reuse experiences from the past.

ATARI GAMES

Increasing the Action Gap: New Operators for Reinforcement Learning

15 Dec 2015janhuenermann/neurojs

Extending the idea of a locally consistent operator, we then derive sufficient conditions for an operator to preserve optimality, leading to a family of operators which includes our consistent Bellman operator.

ATARI GAMES Q-LEARNING

Asynchronous Methods for Deep Reinforcement Learning

4 Feb 2016tensorpack/tensorpack

We propose a conceptually simple and lightweight framework for deep reinforcement learning that uses asynchronous gradient descent for optimization of deep neural network controllers.

ATARI GAMES

Playing Atari with Deep Reinforcement Learning

19 Dec 2013tensorpack/tensorpack

We present the first deep learning model to successfully learn control policies directly from high-dimensional sensory input using reinforcement learning.

ATARI GAMES Q-LEARNING

Benchmarking Deep Reinforcement Learning for Continuous Control

22 Apr 2016rllab/rllab

Recently, researchers have made significant progress combining the advances in deep learning for learning feature representations with reinforcement learning.

ATARI GAMES CONTINUOUS CONTROL

Dueling Network Architectures for Deep Reinforcement Learning

20 Nov 2015facebookresearch/Horizon

In recent years there have been many successes of using deep representations in reinforcement learning.

ATARI GAMES

ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games

NeurIPS 2017 facebookresearch/ELF

In addition, our platform is flexible in terms of environment-agent communication topologies, choices of RL methods, changes in game parameters, and can host existing C/C++-based game environments like Arcade Learning Environment.

ATARI GAMES STARCRAFT

A Distributional Perspective on Reinforcement Learning

ICML 2017 NervanaSystems/coach

We obtain both state-of-the-art results and anecdotal evidence demonstrating the importance of the value distribution in approximate reinforcement learning.

ATARI GAMES