Atari Games on Atari 2600 Yars Revenge

Metric: Score (higher is better)

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	Agent57	998532.37	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
2	R2D2	995048.4	No	-	-	Code
3	GDI-I3	972000	No	Generalized Data Distribution Iteration	2022-06-07	-
4	GDI-H3	968090	No	Generalized Data Distribution Iteration	2022-06-07	-
5	DNA	564513	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
6	MuZero	553311.46	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
7	MuZero (Res2 Adam)	219838.09	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
8	DreamerV2	156748	No	Mastering Atari with Discrete World Models	2020-10-05	Code
9	Ape-X	148594.8	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	NoisyNet-Dueling	86101	No	Noisy Networks for Exploration	2017-06-30	Code
11	IMPALA (deep)	84231.14	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
12	RUDDER	60577	No	RUDDER: Return Decomposition for Delayed Rewards	2018-06-20	Code
13	ASL DDQN	29231.9	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
14	CGP	28838.2	No	Evolving simple programs for playing Atari games	2018-06-14	Code
15	IQN	28379	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
16	QR-DQN-1	26447	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
17	Advantage Learning	24240.03	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code

#1Agent57SOTA
998532.37
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#2R2D2
995048.4
Score
No paperCode
#3GDI-I3
972000
Score· 2022-06-07
Generalized Data Distribution Iteration
#4GDI-H3
968090
Score· 2022-06-07
Generalized Data Distribution Iteration
#5DNA
564513
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#6MuZeroSOTA
553311.46
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#7MuZero (Res2 Adam)
219838.09
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#8DreamerV2
156748
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#9Ape-XSOTA
148594.8
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#10NoisyNet-DuelingSOTA
86101
Score· 2017-06-30
Noisy Networks for Exploration Code
#11IMPALA (deep)
84231.14
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#12RUDDER
60577
Score· 2018-06-20
RUDDER: Return Decomposition for Delayed Rewards Code
#13ASL DDQN
29231.9
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#14CGP
28838.2
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#15IQN
28379
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#16QR-DQN-1
26447
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#17Advantage LearningSOTA
24240.03
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code