Task	Dataset	Model	Metric name	Metric value	Global rank
Atari Games	Atari 2600 Beam Rider	DQN best	Score	5184	# 19
Atari Games	Atari 2600 Breakout	DQN best	Score	225	# 20
Atari Games	Atari 2600 Enduro	DQN best	Score	661	# 14
Atari Games	Atari 2600 Pong	DQN best	Score	21	# 1
Atari Games	Atari 2600 Q*Bert	DQN best	Score	4500	# 21
Atari Games	Atari 2600 Seaquest	DQN best	Score	1740	# 17
Atari Games	Atari 2600 Space Invaders	DQN best	Score	1075	# 20

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-breakout)](https://paperswithcode.com/sota/atari-games-on-atari-2600-breakout?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=playing-atari-with-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-atari-with-deep-reinforcement/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=playing-atari-with-deep-reinforcement)`

Playing Atari with Deep Reinforcement Learning

19 Dec 2013 • Volodymyr Mnih • Koray Kavukcuoglu • David Silver • Alex Graves • Ioannis Antonoglou • Daan Wierstra • Martin Riedmiller

We present the first deep learning model to successfully learn control policies directly from high-dimensional sensory input using reinforcement learning. The model is a convolutional neural network, trained with a variant of Q-learning, whose input is raw pixels and whose output is a value function estimating future rewards... (read more)

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SOTA for Atari Games on Atari 2600 Pong

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Task	Dataset	Model	Metric name	Metric value	Global rank	Compare
Atari Games	Atari 2600 Beam Rider	DQN best	Score	5184	# 19	See all
Atari Games	Atari 2600 Breakout	DQN best	Score	225	# 20	See all
Atari Games	Atari 2600 Enduro	DQN best	Score	661	# 14	See all
Atari Games	Atari 2600 Pong	DQN best	Score	21	# 1	See all
Atari Games	Atari 2600 Q*Bert	DQN best	Score	4500	# 21	See all
Atari Games	Atari 2600 Seaquest	DQN best	Score	1740	# 17	See all
Atari Games	Atari 2600 Space Invaders	DQN best	Score	1075	# 20	See all

Playing Atari with Deep Reinforcement Learning

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