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 301–325 of 625 papers

Title	Date	Tasks	Status	Hype
Adversary Agnostic Robust Deep Reinforcement Learning	Aug 14, 2020	Adversarial RobustnessAtari Games	—Unverified	0
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1
Robust Deep Reinforcement Learning through Adversarial Loss	Aug 5, 2020	Adversarial AttackAtari Games	CodeCode Available	1
Munchausen Reinforcement Learning	Jul 28, 2020	Atari Gamesreinforcement-learning	CodeCode Available	1
Noisy Agents: Self-supervised Exploration by Predicting Auditory Events	Jul 27, 2020	Atari GamesReinforcement Learning (RL)	—Unverified	0
Distributional Reinforcement Learning via Moment Matching	Jul 24, 2020	Atari GamesDistributional Reinforcement Learning	CodeCode Available	1
Slot Contrastive Networks: A Contrastive Approach for Representing Objects	Jul 18, 2020	Atari Games	—Unverified	0
Discovering Reinforcement Learning Algorithms	Jul 17, 2020	Atari GamesMeta-Learning	CodeCode Available	1
Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent	Jul 15, 2020	Atari GamesQ-Learning	—Unverified	0
DinerDash Gym: A Benchmark for Policy Learning in High-Dimensional Action Space	Jul 13, 2020	Atari Games	CodeCode Available	0
Learning Abstract Models for Strategic Exploration and Fast Reward Transfer	Jul 12, 2020	Atari GamesModel-based Reinforcement Learning	—Unverified	0
Attention or memory? Neurointerpretable agents in space and time	Jul 9, 2020	Atari GamesDimensionality Reduction	—Unverified	0
Double Prioritized State Recycled Experience Replay	Jul 8, 2020	Atari Games	—Unverified	0
Convex Regularization in Monte-Carlo Tree Search	Jul 1, 2020	Atari GamesDecision Making	—Unverified	0
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation	Jun 26, 2020	Atari GamesData Augmentation	CodeCode Available	1
Intrinsic Reward Driven Imitation Learning via Generative Model	Jun 26, 2020	Atari GamesImitation Learning	CodeCode Available	1
Reinforcement Learning and its Connections with Neuroscience and Psychology	Jun 25, 2020	Atari GamesDecision Making	—Unverified	0
RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning	Jun 24, 2020	Atari GamesDQN Replay Dataset	CodeCode Available	0
On Effective Parallelization of Monte Carlo Tree Search	Jun 15, 2020	Atari Games	—Unverified	0
A Decentralized Policy Gradient Approach to Multi-task Reinforcement Learning	Jun 8, 2020	Atari GamesMulti-Task Learning	—Unverified	0
Re-understanding Finite-State Representations of Recurrent Policy Networks	Jun 6, 2020	Atari Games	CodeCode Available	1
The Value-Improvement Path: Towards Better Representations for Reinforcement Learning	Jun 3, 2020	Atari Gamesreinforcement-learning	—Unverified	0
Gradient Monitored Reinforcement Learning	May 25, 2020	Atari Gamescontinuous-control	—Unverified	0
A Metric Learning Approach to Anomaly Detection in Video Games	May 20, 2020	Anomaly DetectionAtari Games	CodeCode Available	0
Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps	May 18, 2020	Atari GamesDecision Making	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