Atari Games on Atari 2600 Phoenix

Metric: Score (higher is better)

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Results

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	GDI-H3	959580	No	Generalized Data Distribution Iteration	2022-06-07	-
2	MuZero	955137.84	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
3	Agent57	908264.15	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
4	GDI-I3	894460	No	Generalized Data Distribution Iteration	2022-06-07	-
5	GDI-I3	894460	No	Generalized Data Distribution Iteration	2022-06-07	-
6	R2D2	864020	No	-	-	Code
7	MuZero (Res2 Adam)	815728.7	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
8	DNA	391085	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
9	Ape-X	224491.1	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	IMPALA (deep)	210996.45	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
11	FQF	174077.5	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
12	ASL DDQN	71752.6	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
13	Prior+Duel hs	63597	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
14	IQN	56599	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
15	DreamerV2	49375	No	Mastering Atari with Discrete World Models	2020-10-05	Code
16	Advantage Learning	22038.27	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
17	QR-DQN-1	16585	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
18	Persistent AL	14495.56	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
19	NoisyNet-Dueling	10379	No	Noisy Networks for Exploration	2017-06-30	Code
20	CGP	7520	No	Evolving simple programs for playing Atari games	2018-06-14	Code
21	IDVQ + DRSC + XNES	4600	No	Playing Atari with Six Neurons	2018-06-04	Code

#1GDI-H3SOTA
959580
Score· 2022-06-07
Generalized Data Distribution Iteration
#2MuZeroSOTA
955137.84
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#3Agent57
908264.15
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#4GDI-I3
894460
Score· 2022-06-07
Generalized Data Distribution Iteration
#5GDI-I3
894460
Score· 2022-06-07
Generalized Data Distribution Iteration
#6R2D2
864020
Score
No paperCode
#7MuZero (Res2 Adam)
815728.7
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#8DNA
391085
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#9Ape-XSOTA
224491.1
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#10IMPALA (deep)SOTA
210996.45
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#11FQF
174077.5
Score· 2019-11-05
Fully Parameterized Quantile Function for Distributional Reinforcement Learning Code
#12ASL DDQN
71752.6
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#13Prior+Duel hsSOTA
63597
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#14IQN
56599
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#15DreamerV2
49375
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#16Advantage Learning
22038.27
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#17QR-DQN-1
16585
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#18Persistent AL
14495.56
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#19NoisyNet-Dueling
10379
Score· 2017-06-30
Noisy Networks for Exploration Code
#20CGP
7520
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#21IDVQ + DRSC + XNES
4600
Score· 2018-06-04
Playing Atari with Six Neurons Code