Atari Games

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107 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.

( Image credit: Playing Atari with Deep Reinforcement Learning )

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DATASET	BEST METHOD	PAPER TITLE	COMPARE
Atari 2600 Freeway	TRPO-hash	#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning	See all
Atari 2600 Venture	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Frostbite	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Asterix	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Q*Bert	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Gravitar	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Alien	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Beam Rider	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Amidar	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Private Eye	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Breakout	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Enduro	C51 noop	A Distributional Perspective on Reinforcement Learning	See all
Atari 2600 Space Invaders	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Bowling	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Crazy Climber	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Battle Zone	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Assault	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Chopper Command	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Up and Down	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Seaquest	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Asteroids	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Pong	DQN best	Playing Atari with Deep Reinforcement Learning	See all
Atari 2600 Demon Attack	RIMs-PPO	Recurrent Independent Mechanisms	See all
Atari 2600 Montezuma's Revenge	Agent57	Agent57: Outperforming the Atari Human Benchmark	See all
Atari 2600 Star Gunner	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Zaxxon	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Road Runner	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Atlantis	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 James Bond	FQF	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	See all
Atari 2600 Kangaroo	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Centipede	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 River Raid	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Robotank	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Wizard of Wor	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Double Dunk	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Fishing Derby	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 HERO	Agent57	Agent57: Outperforming the Atari Human Benchmark	See all
Atari 2600 Boxing	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Bank Heist	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Ms. Pacman	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Ice Hockey	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Kung-Fu Master	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Gopher	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Tennis	Ape-X	Distributed Prioritized Experience Replay	See all
Atari 2600 Video Pinball	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Name This Game	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Tutankham	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Krull	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Time Pilot	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Berzerk	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Defender	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Phoenix	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Pitfall!	Agent57	Agent57: Outperforming the Atari Human Benchmark	See all
Atari-57	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all
Atari 2600 Solaris	Agent57	Agent57: Outperforming the Atari Human Benchmark	See all
Atari 2600 Skiing	FQF	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	See all
Atari 2600 Yars Revenge	R2D2	Recurrent Experience Replay in Distributed Reinforcement Learning	See all
Atari 2600 Surround	MuZero	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	See all

Subtasks

Montezuma's Revenge

9 papers with code

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.

#2 best model for Atari Games on Atari 2600 Breakout

ATARI GAMES EFFICIENT EXPLORATION

62,819

Paper
Code

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.

SOTA for Atari Games on Atari 2600 Pong

ATARI GAMES DISTRIBUTIONAL REINFORCEMENT LEARNING

8,767

Paper
Code

Prioritized Experience Replay

18 Nov 2015 • google/dopamine •

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

#2 best model for Atari Games on Atari 2600 Kangaroo

ATARI GAMES

8,767

Paper
Code

Asynchronous Methods for Deep Reinforcement Learning

4 Feb 2016 • tensorpack/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.

#4 best model for Atari Games on Atari 2600 Road Runner

ATARI GAMES

5,364

Paper
Code

Dueling Network Architectures for Deep Reinforcement Learning

20 Nov 2015 • tensorpack/tensorpack •

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

SOTA for Atari Games on Atari 2600 Pong

ATARI GAMES

5,364

Paper
Code

Deep Reinforcement Learning with Double Q-learning

22 Sep 2015 • tensorpack/tensorpack •

The popular Q-learning algorithm is known to overestimate action values under certain conditions.

#4 best model for Atari Games on Atari 2600 Tennis

ATARI GAMES Q-LEARNING

5,364

Paper
Code

Playing Atari with Deep Reinforcement Learning

19 Dec 2013 • tensorpack/tensorpack •

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

SOTA for Atari Games on Atari 2600 Pong

ATARI GAMES Q-LEARNING

5,364

Paper
Code

Increasing the Action Gap: New Operators for Reinforcement Learning

15 Dec 2015 • janhuenermann/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

4,304

Paper
Code

Distributional Reinforcement Learning with Quantile Regression

27 Oct 2017 • facebookresearch/Horizon •

In this paper, we build on recent work advocating a distributional approach to reinforcement learning in which the distribution over returns is modeled explicitly instead of only estimating the mean.

ATARI GAMES DISTRIBUTIONAL REINFORCEMENT LEARNING

2,456

Paper
Code

A Distributional Perspective on Reinforcement Learning

ICML 2017 • facebookresearch/ReAgent •

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

SOTA for Atari Games on Atari 2600 Enduro

ATARI GAMES

2,456

Paper
Code

Atari Games Edit

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Subtasks

Montezuma's Revenge

Greatest papers with code

Atari Games

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