Atari Games on Atari 2600 Surround

Metric: Score (higher is better)

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	NoisyNet-Dueling	10	No	Noisy Networks for Exploration	2017-06-30	Code
2	MuZero	9.99	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
3	R2D2	9.9	No	-	-	Code
4	MuZero (Res2 Adam)	9.9	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
5	Agent57	9.5	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
6	IQN	9.4	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
7	QR-DQN-1	8.2	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
8	IMPALA (deep)	7.56	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
9	Ape-X	7.1	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	DNA	5.3	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
11	GDI-H3	2.606	No	Generalized Data Distribution Iteration	2022-06-07	-
12	ASL DDQN	2.5	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
13	Persistent AL	0.72	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
14	GDI-I3	-7.8	No	Generalized Data Distribution Iteration	2022-06-07	-
15	GDI-I3	-7.8	No	Generalized Data Distribution Iteration	2022-06-07	-