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Atari 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 )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–310 of 625 papers

Title	Date	Tasks	Status	Hype
Investigating Recurrence and Eligibility Traces in Deep Q-Networks	Apr 18, 2017	Atari Gamesreinforcement-learning	—Unverified	0
Learning Key Steps to Attack Deep Reinforcement Learning Agents	Sep 25, 2019	Adversarial AttackAtari Games	—Unverified	0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment	Sep 29, 2021	Atari GamesBenchmarking	—Unverified	0
Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning	Nov 28, 2023	Atari GamesDeep Reinforcement Learning	—Unverified	0
Iterated Q-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning	Mar 4, 2024	Atari Gamescontinuous-control	—Unverified	0
Deep Reinforcement Learning with Implicit Human Feedback	Jan 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
KF-LAX: Kronecker-factored curvature estimation for control variate optimization in reinforcement learning	Dec 11, 2018	Atari Gamesreinforcement-learning	—Unverified	0
Machine versus Human Attention in Deep Reinforcement Learning Tasks	Oct 29, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
Deep Learning for Reward Design to Improve Monte Carlo Tree Search in ATARI Games	Apr 24, 2016	Atari GamesDecision Making	—Unverified	0
Learning Dynamic State Abstractions for Model-Based Reinforcement Learning	Jan 1, 2018	Atari GamesDecision Making	—Unverified	0

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All datasets Atari 2600 Breakout Atari 2600 Freeway Atari 2600 Q*Bert Atari 2600 Seaquest Atari 2600 Venture Atari 2600 Space Invaders Atari 2600 Frostbite Atari 2600 Gravitar Atari 2600 Pong Atari 2600 Private Eye Atari 2600 Montezuma's Revenge Atari 2600 Alien

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	864	—	Unverified
2	GDI-H3	Score	864	—	Unverified
3	GDI-I3(200M frames)	Score	864	—	Unverified
4	GDI-I3	Score	864	—	Unverified
5	Bootstrapped DQN	Score	855	—	Unverified
6	FQF	Score	854.2	—	Unverified
7	R2D2	Score	837.7	—	Unverified
8	Ape-X	Score	800.9	—	Unverified
9	Agent57	Score	790.4	—	Unverified
10	IMPALA (deep)	Score	787.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-I3	Score	34	—	Unverified
2	NoisyNet-Dueling	Score	34	—	Unverified
3	GDI-H3	Score	34	—	Unverified
4	TRPO-hash	Score	34	—	Unverified
5	IQN	Score	34	—	Unverified
6	QR-DQN-1	Score	34	—	Unverified
7	GDI-H3(200M frames)	Score	34	—	Unverified
8	Go-Explore	Score	34	—	Unverified
9	ASL DDQN	Score	33.9	—	Unverified
10	C51 noop	Score	33.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Agent57	Score	580,328.14	—	Unverified
2	QR-DQN-1	Score	572,510	—	Unverified
3	R2D2	Score	408,850	—	Unverified
4	IMPALA (deep)	Score	351,200.12	—	Unverified
5	Ape-X	Score	302,391.3	—	Unverified
6	A2C + SIL	Score	104,975.6	—	Unverified
7	MuZero (Res2 Adam)	Score	94,906.25	—	Unverified
8	DreamerV2	Score	94,688	—	Unverified
9	MuZero	Score	72,276	—	Unverified
10	DNA	Score	52,398	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	1,000,000	—	Unverified
2	GDI-H3	Score	1,000,000	—	Unverified
3	Agent57	Score	999,997.63	—	Unverified
4	R2D2	Score	999,996.7	—	Unverified
5	MuZero	Score	999,976.52	—	Unverified
6	MuZero (Res2 Adam)	Score	999,659.18	—	Unverified
7	GDI-I3	Score	943,910	—	Unverified
8	Ape-X	Score	392,952.3	—	Unverified
9	C51 noop	Score	266,434	—	Unverified
10	Duel noop	Score	50,254.2	—	Unverified