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 326–350 of 625 papers

Title	Date	Tasks	Status
Predictive PER: Balancing Priority and Diversity towards Stable Deep Reinforcement Learning	Nov 26, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Leveraging the Variance of Return Sequences for Exploration Policy	Nov 17, 2020	Atari Gamesreinforcement-learning	—Unverified
Perturbation-based exploration methods in deep reinforcement learning	Nov 10, 2020	Atari GamesBenchmarking	—Unverified
Machine versus Human Attention in Deep Reinforcement Learning Tasks	Oct 29, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Learning to Represent Action Values as a Hypergraph on the Action Vertices	Oct 28, 2020	Atari GamesContinuous Control	—Unverified
VisualHints: A Visual-Lingual Environment for Multimodal Reinforcement Learning	Oct 26, 2020	Atari Gamesreinforcement-learning	—Unverified
Explanation Augmented Feedback in Human-in-the-Loop Reinforcement Learning	Oct 15, 2020	Atari Gamesreinforcement-learning	—Unverified
Smaller World Models for Reinforcement Learning	Oct 12, 2020	Atari Gamesreinforcement-learning	—Unverified
Student-Initiated Action Advising via Advice Novelty	Oct 1, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks	Sep 30, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Lucid Dreaming for Experience Replay: Refreshing Past States with the Current Policy	Sep 29, 2020	Atari GamesReinforcement Learning (RL)	CodeCode Available
Population-Guided Imitation Learning	Sep 27, 2020	Atari GamesImitation Learning	—Unverified
Multiplayer Support for the Arcade Learning Environment	Sep 20, 2020	Atari Gamesreinforcement-learning	—Unverified
Reconstructing Actions To Explain Deep Reinforcement Learning	Sep 17, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated Search	Sep 8, 2020	Atari GamesEvolutionary Algorithms	—Unverified
Ranking Policy Decisions	Aug 31, 2020	Atari GamesReinforcement Learning (RL)	CodeCode Available
Model-Free Episodic Control with State Aggregation	Aug 21, 2020	Atari Gamesmodel	—Unverified
Adversary Agnostic Robust Deep Reinforcement Learning	Aug 14, 2020	Adversarial RobustnessAtari Games	—Unverified
Noisy Agents: Self-supervised Exploration by Predicting Auditory Events	Jul 27, 2020	Atari GamesReinforcement Learning (RL)	—Unverified
Slot Contrastive Networks: A Contrastive Approach for Representing Objects	Jul 18, 2020	Atari Games	—Unverified
Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent	Jul 15, 2020	Atari GamesQ-Learning	—Unverified
DinerDash Gym: A Benchmark for Policy Learning in High-Dimensional Action Space	Jul 13, 2020	Atari Games	CodeCode Available
Learning Abstract Models for Strategic Exploration and Fast Reward Transfer	Jul 12, 2020	Atari GamesModel-based Reinforcement Learning	—Unverified
Attention or memory? Neurointerpretable agents in space and time	Jul 9, 2020	Atari GamesDimensionality Reduction	—Unverified
Double Prioritized State Recycled Experience Replay	Jul 8, 2020	Atari Games	—Unverified

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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-I3(200M frames)	Score	864	—	Unverified
3	GDI-I3	Score	864	—	Unverified
4	GDI-H3	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	QR-DQN-1	Score	34	—	Unverified
2	GDI-H3(200M frames)	Score	34	—	Unverified
3	GDI-H3	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	TRPO-hash	Score	34	—	Unverified
6	IQN	Score	34	—	Unverified
7	Go-Explore	Score	34	—	Unverified
8	GDI-I3	Score	34	—	Unverified
9	C51 noop	Score	33.9	—	Unverified
10	ASL DDQN	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