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 226–250 of 625 papers

Title	Date	Tasks	Status	Score
Contrastive Learning of Structured World Models	Nov 27, 2019	Atari GamesContrastive Learning	CodeCode Available	5
Deep Reinforcement Learning that Matters	Sep 19, 2017	Atari GamesContinuous Control	CodeCode Available	5
Importance Prioritized Policy Distillation	Aug 25, 2022	Atari GamesDecision Making	CodeCode Available	5
Exploring Unknown States with Action Balance	Mar 10, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
ExPoSe: Combining State-Based Exploration with Gradient-Based Online Search	Feb 3, 2022	Atari GamesDecision Making	CodeCode Available	5
Deep reinforcement learning from human preferences	Jun 12, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction	Jul 4, 2021	Atari GamesGPU	CodeCode Available	5
Fast deep reinforcement learning using online adjustments from the past	Oct 18, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Count-Based Exploration in Feature Space for Reinforcement Learning	Jun 25, 2017	Atari GamesEfficient Exploration	CodeCode Available	5
Count-Based Exploration with Neural Density Models	Mar 3, 2017	Atari GamesMontezuma's Revenge	CodeCode Available	5
FDQN: A Flexible Deep Q-Network Framework for Game Automation	May 29, 2024	Atari GamesDecision Making	CodeCode Available	5
Improving Experience Replay through Modeling of Similar Transitions' Sets	Nov 12, 2021	Atari Gamesreinforcement-learning	CodeCode Available	5
Formal Language Constraints for Markov Decision Processes	Oct 2, 2019	Atari GamesMuJoCo	CodeCode Available	5
Deep Reinforcement Learning framework for Autonomous Driving	Apr 8, 2017	Atari GamesAutonomous Driving	CodeCode Available	5
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Deep Reinforcement Learning for General Video Game AI	Jun 6, 2018	Atari GamesBenchmarking	CodeCode Available	5
Crossmodal Attentive Skill Learner	Nov 28, 2017	Atari GamesCPU	CodeCode Available	5
IGN : Implicit Generative Networks	Jun 13, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Fully Parameterized Quantile Function for Distributional Reinforcement Learning	Nov 5, 2019	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Reinforcement Learning with Low-Complexity Liquid State Machines	Jun 4, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Reinforcement Learning with Perturbed Rewards	Oct 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models	Jul 3, 2015	Atari Gamesreinforcement-learning	CodeCode Available	5
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available	5
Jointly Pre-training with Supervised, Autoencoder, and Value Losses for Deep Reinforcement Learning	Apr 3, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5

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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