Atari Games on Atari 2600 Solaris

Metric: Score (higher is better)

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Results

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	Agent57	44199.93	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
2	Go-Explore	19671	No	First return, then explore	2020-04-27	Code
3	SND-STD	12460	No	Self-supervised network distillation: an effecti...	2023-02-22	Code
4	SND-VIC	11865	No	Self-supervised network distillation: an effecti...	2023-02-22	Code
5	SND-V	11582	No	Self-supervised network distillation: an effecti...	2023-02-22	Code
6	GDI-I3	11074	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	11074	No	Generalized Data Distribution Iteration	2022-06-07	-
8	GDI-H3	9105	No	Generalized Data Distribution Iteration	2022-06-07	-
9	CGP	8324	No	Evolving simple programs for playing Atari games	2018-06-14	Code
10	IQN	8007	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
11	QR-DQN-1	6740	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
12	NoisyNet-Dueling	6522	No	Noisy Networks for Exploration	2017-06-30	Code
13	MuZero (Res2 Adam)	5132.95	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
14	Advantage Learning	4785.16	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
15	R2D2	3787.2	No	-	-	Code
16	ASL DDQN	3506.8	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
17	RND	3282	No	Exploration by Random Network Distillation	2018-10-30	Code
18	Ape-X	2892.9	No	Distributed Prioritized Experience Replay	2018-03-02	Code
19	IMPALA (deep)	2365	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
20	DQNMMCe	2244.6	No	Count-Based Exploration with the Successor Repre...	2018-07-31	Code
21	DNA	2225	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
22	DreamerV2	922	No	Mastering Atari with Discrete World Models	2020-10-05	Code
23	MuZero	56.62	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code

#1Agent57SOTA
44199.93
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#2Go-Explore
19671
Score· 2020-04-27
First return, then explore Code
#3SND-STD
12460
Score· 2023-02-22
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Code
#4SND-VIC
11865
Score· 2023-02-22
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Code
#5SND-V
11582
Score· 2023-02-22
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Code
#6GDI-I3
11074
Score· 2022-06-07
Generalized Data Distribution Iteration
#7GDI-I3
11074
Score· 2022-06-07
Generalized Data Distribution Iteration
#8GDI-H3
9105
Score· 2022-06-07
Generalized Data Distribution Iteration
#9CGPSOTA
8324
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#10IQN
8007
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#11QR-DQN-1SOTA
6740
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#12NoisyNet-DuelingSOTA
6522
Score· 2017-06-30
Noisy Networks for Exploration Code
#13MuZero (Res2 Adam)
5132.95
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#14Advantage LearningSOTA
4785.16
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#15R2D2
3787.2
Score
No paperCode
#16ASL DDQN
3506.8
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#17RND
3282
Score· 2018-10-30
Exploration by Random Network Distillation Code
#18Ape-X
2892.9
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#19IMPALA (deep)
2365
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#20DQNMMCe
2244.6
Score· 2018-07-31
Count-Based Exploration with the Successor Representation Code
#21DNA
2225
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#22DreamerV2
922
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#23MuZero
56.62
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code