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	Score
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games	Dec 1, 2024	Atari GamesDecision Making	CodeCode Available	5
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Continual Learning In Environments With Polynomial Mixing Times	Dec 13, 2021	Atari GamesContinual Learning	CodeCode Available	5
Hindsight Trust Region Policy Optimization	Jul 29, 2019	Atari GamesPolicy Gradient Methods	CodeCode Available	5
A Deeper Look at Experience Replay	Dec 4, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Conservative Optimistic Policy Optimization via Multiple Importance Sampling	Mar 4, 2021	Atari GamesGame of Go	CodeCode Available	5
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents	Oct 7, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
ConQUR: Mitigating Delusional Bias in Deep Q-learning	Feb 27, 2020	Atari GamesQ-Learning	CodeCode Available	5
Conjugated Discrete Distributions for Distributional Reinforcement Learning	Dec 14, 2021	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Approximate Model-Based Shielding for Safe Reinforcement Learning	Jul 27, 2023	Atari Gamesmodel	CodeCode Available	5
Action-Conditional Video Prediction using Deep Networks in Atari Games	Jul 31, 2015	Atari GamesReinforcement Learning	CodeCode Available	5
Harnessing Structures for Value-Based Planning and Reinforcement Learning	Sep 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Hierarchical Width-Based Planning and Learning	Jan 15, 2021	Atari Games	CodeCode Available	5
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
An Unsupervised Video Game Playstyle Metric via State Discretization	Oct 3, 2021	Atari GamesCar Racing	CodeCode Available	5
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available	5
Combining Experience Replay with Exploration by Random Network Distillation	May 18, 2019	Atari GamesMontezuma's Revenge	CodeCode Available	5
Action Advising with Advice Imitation in Deep Reinforcement Learning	Apr 17, 2021	Atari GamesBehavioural cloning	CodeCode Available	5
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available	5
Combinational Q-Learning for Dou Di Zhu	Jan 24, 2019	Atari GamesCard Games	CodeCode Available	5
A Metric Learning Approach to Anomaly Detection in Video Games	May 20, 2020	Anomaly DetectionAtari Games	CodeCode Available	5
Absolute Policy Optimization	Oct 20, 2023	Atari Gamescontinuous-control	CodeCode Available	5
Characterizing Attacks on Deep Reinforcement Learning	Jul 21, 2019	Atari GamesAutonomous Driving	CodeCode Available	5
An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution	Jul 9, 2018	Atari GamesImage Classification	CodeCode Available	5
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark	Sep 6, 2018	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