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 251–275 of 625 papers

Title	Date	Tasks	Status	Score
Learning on a Budget via Teacher Imitation	Apr 17, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Learning To Play Atari Games Using Dueling Q-Learning and Hebbian Plasticity	May 22, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games	Dec 1, 2024	Atari GamesDecision Making	CodeCode Available	5
Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field	Aug 13, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Deep Quality-Value (DQV) Learning	Sep 30, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?	May 20, 2024	Atari GamesMamba	CodeCode Available	5
Deep Policies for Width-Based Planning in Pixel Domains	Apr 12, 2019	Atari Games	CodeCode Available	5
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent	Feb 5, 2024	Atari GamesAtari Games 100k	CodeCode Available	5
Hybrid Reinforcement Learning with Expert State Sequences	Mar 11, 2019	Atari GamesImitation Learning	CodeCode Available	5
Information-Directed Exploration for Deep Reinforcement Learning	Dec 18, 2018	Atari GamesDeep Reinforcement 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
Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning	Nov 19, 2015	Atari GamesDeep Reinforcement Learning	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
Improving Experience Replay through Modeling of Similar Transitions' Sets	Nov 12, 2021	Atari Gamesreinforcement-learning	CodeCode Available	5
Hindsight Trust Region Policy Optimization	Jul 29, 2019	Atari GamesPolicy Gradient Methods	CodeCode Available	5
Deep Exploration via Bootstrapped DQN	Feb 15, 2016	Atari GamesEfficient Exploration	CodeCode Available	5
Hierarchical Width-Based Planning and Learning	Jan 15, 2021	Atari Games	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models	Jul 3, 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
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Importance Prioritized Policy Distillation	Aug 25, 2022	Atari GamesDecision Making	CodeCode Available	5
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	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