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 126–150 of 625 papers

Title	Date	Tasks	Status	Hype
Bayesian Q-learning With Imperfect Expert Demonstrations	Oct 1, 2022	Atari GamesQ-Learning	—Unverified	0
Pretraining the Vision Transformer using self-supervised methods for vision based Deep Reinforcement Learning	Sep 22, 2022	Atari GamesAtari Games 100k	CodeCode Available	0
Revisiting Discrete Soft Actor-Critic	Sep 21, 2022	Atari GamesQ-Learning	CodeCode Available	1
Deep Q-Network for AI Soccer	Sep 20, 2022	Atari Gamesreinforcement-learning	—Unverified	0
MAN: Multi-Action Networks Learning	Sep 19, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning	Sep 19, 2022	Atari GamesBenchmarking	—Unverified	0
Importance Prioritized Policy Distillation	Aug 25, 2022	Atari GamesDecision Making	CodeCode Available	0
A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari Games	Jul 18, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Deep Reinforcement Learning with Swin Transformers	Jun 30, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Emergence of Novelty in Evolutionary Algorithms	Jun 27, 2022	Atari GamesEvolutionary Algorithms	—Unverified	0
Sampling Efficient Deep Reinforcement Learning through Preference-Guided Stochastic Exploration	Jun 20, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
DNA: Proximal Policy Optimization with a Dual Network Architecture	Jun 20, 2022	Atari GamesReinforcement Learning (RL)	CodeCode Available	1
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge	Jun 17, 2022	Atari GamesMinecraft	CodeCode Available	4
IGN : Implicit Generative Networks	Jun 13, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0
Deep Hierarchical Planning from Pixels	Jun 8, 2022	Atari GamesHierarchical Reinforcement Learning	CodeCode Available	1
Generalized Data Distribution Iteration	Jun 7, 2022	Atari GamesDeep Reinforcement Learning	—Unverified	0
Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate Progress	Jun 3, 2022	Atari GamesHumanoid Control	CodeCode Available	1
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available	0
Multi-Game Decision Transformers	May 30, 2022	Atari GamesOffline RL	CodeCode Available	0
Nuclear Norm Maximization Based Curiosity-Driven Learning	May 21, 2022	Atari Games	—Unverified	0
Deep Apprenticeship Learning for Playing Games	May 16, 2022	Atari Gamesreinforcement-learning	—Unverified	0
Learning to Constrain Policy Optimization with Virtual Trust Region	Apr 20, 2022	Atari GamesPolicy Gradient Methods	—Unverified	0
Methodical Advice Collection and Reuse in Deep Reinforcement Learning	Apr 14, 2022	Atari GamesDeep Reinforcement Learning	—Unverified	0
When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?	Apr 12, 2022	Atari GamesDiagnostic	—Unverified	0
Temporal Alignment for History Representation in Reinforcement Learning	Apr 7, 2022	Atari Gamesreinforcement-learning	CodeCode Available	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-I3(200M frames)	Score	864	—	Unverified
2	GDI-H3(200M frames)	Score	864	—	Unverified
3	GDI-H3	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	IQN	Score	34	—	Unverified
2	QR-DQN-1	Score	34	—	Unverified
3	TRPO-hash	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	GDI-H3	Score	34	—	Unverified
6	GDI-H3(200M frames)	Score	34	—	Unverified
7	GDI-I3	Score	34	—	Unverified
8	Go-Explore	Score	34	—	Unverified
9	Bootstrapped DQN	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	Score	1,000,000	—	Unverified
2	GDI-H3(200M frames)	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