Atari Games on Atari 2600 Name This Game

Metric: Score (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	157177.85	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	MuZero (Res2 Adam)	101197.71	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
3	R2D2	58182.7	No	-	-	Code
4	Agent57	54386.77	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
5	GDI-H3	36296	No	Generalized Data Distribution Iteration	2022-06-07	-
6	GDI-I3	34434	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	34434	No	Generalized Data Distribution Iteration	2022-06-07	-
8	Ape-X	25783.3	No	Distributed Prioritized Experience Replay	2018-03-02	Code
9	IQN	22682	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
10	QR-DQN-1	21890	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
11	IMPALA (deep)	21537.2	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
12	DNA	20226	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
13	ASL DDQN	16535.4	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
14	DDQN+Pop-Art noop	15851.2	No	Learning values across many orders of magnitude	2016-02-24	-
15	Prior+Duel noop	15572.5	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
16	UCT	15410	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
17	A2C + SIL	14958.2	No	Self-Imitation Learning	2018-06-14	Code
18	DreamerV2	14649	No	Mastering Atari with Discrete World Models	2020-10-05	Code
19	Prior+Duel hs	13637.9	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
20	C51 noop	12542	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
21	Prior noop	12270.5	No	Prioritized Experience Replay	2015-11-18	Code
22	NoisyNet-Dueling	12211	No	Noisy Networks for Exploration	2017-06-30	Code
23	A3C LSTM hs	12093.7	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
24	Duel noop	11971.1	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
25	Bootstrapped DQN	11501.1	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
26	Duel hs	11185.1	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
27	Advantage Learning	11025.26	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
28	DDQN (tuned) noop	10616	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
29	Prior hs	10497.6	No	Prioritized Experience Replay	2015-11-18	Code
30	A3C FF hs	10476.1	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
31	Persistent AL	10431.33	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
32	Gorila	9238.5	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
33	DDQN (tuned) hs	8960.3	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
34	DQN noop	8207.8	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
35	Nature DQN	7257	No	-	-	Code
36	DQN hs	6738.8	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
37	POP3D	6065.63	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
38	A3C FF (1 day) hs	5614	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
39	ES FF (1 hour) noop	4503	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
40	CGP	3696	No	Evolving simple programs for playing Atari games	2018-06-14	Code
41	Best Learner	2500.1	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
42	SARSA	2247	No	-	-	-
43	IDVQ + DRSC + XNES	920	No	Playing Atari with Six Neurons	2018-06-04	Code

#1MuZeroSOTA
157177.85
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#2MuZero (Res2 Adam)
101197.71
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#3R2D2
58182.7
Score
No paperCode
#4Agent57
54386.77
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#5GDI-H3
36296
Score· 2022-06-07
Generalized Data Distribution Iteration
#6GDI-I3
34434
Score· 2022-06-07
Generalized Data Distribution Iteration
#7GDI-I3
34434
Score· 2022-06-07
Generalized Data Distribution Iteration
#8Ape-XSOTA
25783.3
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#9IQN
22682
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#10QR-DQN-1SOTA
21890
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#11IMPALA (deep)
21537.2
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#12DNA
20226
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#13ASL DDQN
16535.4
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#14DDQN+Pop-Art noopSOTA
15851.2
Score· 2016-02-24
Learning values across many orders of magnitude
#15Prior+Duel noopSOTA
15572.5
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#16UCTSOTA
15410
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code
#17A2C + SIL
14958.2
Score· 2018-06-14
Self-Imitation Learning Code
#18DreamerV2
14649
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#19Prior+Duel hs
13637.9
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#20C51 noop
12542
Score· 2017-07-21
A Distributional Perspective on Reinforcement Learning Code
#21Prior noop
12270.5
Score· 2015-11-18
Prioritized Experience Replay Code
#22NoisyNet-Dueling
12211
Score· 2017-06-30
Noisy Networks for Exploration Code
#23A3C LSTM hs
12093.7
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#24Duel noop
11971.1
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#25Bootstrapped DQN
11501.1
Score· 2016-02-15
Deep Exploration via Bootstrapped DQN Code
#26Duel hs
11185.1
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#27Advantage Learning
11025.26
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#28DDQN (tuned) noop
10616
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#29Prior hs
10497.6
Score· 2015-11-18
Prioritized Experience Replay Code
#30A3C FF hs
10476.1
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#31Persistent AL
10431.33
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#32Gorila
9238.5
Score· 2015-07-15
Massively Parallel Methods for Deep Reinforcement Learning Code
#33DDQN (tuned) hs
8960.3
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#34DQN noop
8207.8
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#35Nature DQN
7257
Score
No paperCode
#36DQN hs
6738.8
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#37POP3D
6065.63
Score· 2018-07-02
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization Code
#38A3C FF (1 day) hs
5614
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#39ES FF (1 hour) noop
4503
Score· 2017-03-10
Evolution Strategies as a Scalable Alternative to Reinforcement Learning Code
#40CGP
3696
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#41Best Learner
2500.1
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code
#42SARSA
2247
Score
No paper
#43IDVQ + DRSC + XNES
920
Score· 2018-06-04
Playing Atari with Six Neurons Code