Atari Games on Atari 2600 Skiing

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	Best Learner	0	No	-	-	Code
2	Full Tree	0	No	-	-	Code
3	Go-Explore	-3660	Yes	First return, then explore	2020-04-27	Code
4	Agent57	-4202.6	Yes	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
5	GDI-H3	-6025	No	Generalized Data Distribution Iteration	2022-06-07	-
6	GDI-I3	-6774	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	-6774	No	Generalized Data Distribution Iteration	2022-06-07	-
8	NoisyNet-Dueling	-7550	Yes	Noisy Networks for Exploration	2017-06-30	Code
9	ASL DDQN	-8295.4	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
10	CGP	-9011	Yes	Evolving simple programs for playing Atari games	2018-06-14	Code
11	FQF	-9085.3	Yes	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
12	IQN	-9289	Yes	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
13	DreamerV2	-9299	Yes	Mastering Atari with Discrete World Models	2020-10-05	Code
14	QR-DQN-1	-9324	Yes	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
15	IMPALA (deep)	-10180.38	Yes	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
16	Ape-X	-10789.9	Yes	Distributed Prioritized Experience Replay	2018-03-02	Code
17	Advantage Learning	-13264.51	Yes	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
18	Rational DQN Average	-23487	Yes	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
19	Recurrent Rational DQN Average	-23582	Yes	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
20	MuZero	-29968.36	Yes	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
21	DNA	-29974	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
22	MuZero (Res2 Adam)	-30000	Yes	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
23	R2D2	-30021.7	Yes	-	-	Code

#1Best Learner
0
Score
No paperCode
#2Full Tree
0
Score
No paperCode
#3Go-ExploreSOTA
-3660
Score· Extra Data· 2020-04-27
First return, then explore Code
#4Agent57SOTA
-4202.6
Score· Extra Data· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#5GDI-H3
-6025
Score· 2022-06-07
Generalized Data Distribution Iteration
#6GDI-I3
-6774
Score· 2022-06-07
Generalized Data Distribution Iteration
#7GDI-I3
-6774
Score· 2022-06-07
Generalized Data Distribution Iteration
#8NoisyNet-DuelingSOTA
-7550
Score· Extra Data· 2017-06-30
Noisy Networks for Exploration Code
#9ASL DDQN
-8295.4
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#10CGP
-9011
Score· Extra Data· 2018-06-14
Evolving simple programs for playing Atari games Code
#11FQF
-9085.3
Score· Extra Data· 2019-11-05
Fully Parameterized Quantile Function for Distributional Reinforcement Learning Code
#12IQN
-9289
Score· Extra Data· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#13DreamerV2
-9299
Score· Extra Data· 2020-10-05
Mastering Atari with Discrete World Models Code
#14QR-DQN-1
-9324
Score· Extra Data· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#15IMPALA (deep)
-10180.38
Score· Extra Data· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#16Ape-X
-10789.9
Score· Extra Data· 2018-03-02
Distributed Prioritized Experience Replay Code
#17Advantage LearningSOTA
-13264.51
Score· Extra Data· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#18Rational DQN Average
-23487
Score· Extra Data· 2021-02-18
Adaptive Rational Activations to Boost Deep Reinforcement Learning Code
#19Recurrent Rational DQN Average
-23582
Score· Extra Data· 2021-02-18
Adaptive Rational Activations to Boost Deep Reinforcement Learning Code
#20MuZero
-29968.36
Score· Extra Data· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#21DNA
-29974
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#22MuZero (Res2 Adam)
-30000
Score· Extra Data· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#23R2D2
-30021.7
Score· Extra Data
No paperCode