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Atari 2600 Tutankham
Video Games on Atari 2600 Tutankham
Metric: Score (higher is better)
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Model name (A→Z)
#
Model
↕
Score
▼
Extra Data
Paper
Date
↕
Code
1
Agent57
2354.91
No
Agent57: Outperforming the Atari Human Benchmark
2020-03-30
Code
2
MuZero
491.48
No
Mastering Atari, Go, Chess and Shogi by Planning...
2019-11-19
Code
3
GDI-I3
423.9
No
Generalized Data Distribution Iteration
2022-06-07
-
4
GDI-I3
423.9
No
Generalized Data Distribution Iteration
2022-06-07
-
5
GDI-H3
418.2
No
Generalized Data Distribution Iteration
2022-06-07
-
6
R2D2
395.3
No
-
-
Code
7
MuZero (Res2 Adam)
347.99
No
Online and Offline Reinforcement Learning by Pla...
2021-04-13
Code
8
A2C + SIL
340.5
No
Self-Imitation Learning
2018-06-14
Code
9
QR-DQN-1
297
No
Distributional Reinforcement Learning with Quant...
2017-10-27
Code
10
IQN
293
No
Implicit Quantile Networks for Distributional Re...
2018-06-14
Code
11
IMPALA (deep)
292.11
No
IMPALA: Scalable Distributed Deep-RL with Import...
2018-02-05
Code
12
C51 noop
280
No
A Distributional Perspective on Reinforcement Le...
2017-07-21
Code
13
Ape-X
272.6
No
Distributed Prioritized Experience Replay
2018-03-02
Code
14
NoisyNet-Dueling
269
No
Noisy Networks for Exploration
2017-06-30
Code
15
DreamerV2
264
No
Mastering Atari with Discrete World Models
2020-10-05
Code
16
ASL DDQN
252.9
No
Train a Real-world Local Path Planner in One Hou...
2023-05-07
Code
17
Prior+Duel noop
245.9
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
18
Advantage Learning
245.22
No
Increasing the Action Gap: New Operators for Rei...
2015-12-15
Code
19
POP3D
241.21
No
Policy Optimization With Penalized Point Probabi...
2018-07-02
Code
20
UCT
225.5
No
The Arcade Learning Environment: An Evaluation P...
2012-07-19
Code
21
DDQN (tuned) noop
218.4
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
22
Bootstrapped DQN
214.8
No
Deep Exploration via Bootstrapped DQN
2016-02-15
Code
23
Duel noop
211.4
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
24
Prior noop
204.6
No
Prioritized Experience Replay
2015-11-18
Code
25
DARQN soft
197
No
Deep Attention Recurrent Q-Network
2015-12-05
Code
26
Nature DQN
186.7
No
-
-
Code
27
Recurrent Rational DQN Average
184
No
Adaptive Rational Activations to Boost Deep Rein...
2021-02-18
Code
28
DDQN+Pop-Art noop
183.9
No
Learning values across many orders of magnitude
2016-02-24
-
29
Rational DQN Average
179
No
Adaptive Rational Activations to Boost Deep Rein...
2021-02-18
Code
30
A3C FF hs
156.3
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
31
A3C LSTM hs
144.2
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
32
ES FF (1 hour) noop
130.3
No
Evolution Strategies as a Scalable Alternative t...
2017-03-10
Code
33
DNA
127
No
DNA: Proximal Policy Optimization with a Dual Ne...
2022-06-20
Code
34
Gorila
118.5
No
Massively Parallel Methods for Deep Reinforcemen...
2015-07-15
Code
35
Best Learner
114.3
No
The Arcade Learning Environment: An Evaluation P...
2012-07-19
Code
36
Prior+Duel hs
108.6
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
37
SARSA
98.2
No
-
-
-
38
DDQN (tuned) hs
92.2
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
39
DQN noop
68.1
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
40
Prior hs
56.9
No
Prioritized Experience Replay
2015-11-18
Code
41
Duel hs
48
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
42
DQN hs
45.6
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
43
A3C FF (1 day) hs
26.1
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
44
CGP
0
No
-
-
Code
#1
Agent57
SOTA
2354.91
Score
· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark
Code
#2
MuZero
SOTA
491.48
Score
· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Code
#3
GDI-I3
423.9
Score
· 2022-06-07
Generalized Data Distribution Iteration
#4
GDI-I3
423.9
Score
· 2022-06-07
Generalized Data Distribution Iteration
#5
GDI-H3
418.2
Score
· 2022-06-07
Generalized Data Distribution Iteration
#6
R2D2
395.3
Score
No paper
Code
#7
MuZero (Res2 Adam)
347.99
Score
· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model
Code
#8
A2C + SIL
SOTA
340.5
Score
· 2018-06-14
Self-Imitation Learning
Code
#9
QR-DQN-1
SOTA
297
Score
· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression
Code
#10
IQN
293
Score
· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning
Code
#11
IMPALA (deep)
292.11
Score
· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Code
#12
C51 noop
SOTA
280
Score
· 2017-07-21
A Distributional Perspective on Reinforcement Learning
Code
#13
Ape-X
272.6
Score
· 2018-03-02
Distributed Prioritized Experience Replay
Code
#14
NoisyNet-Dueling
SOTA
269
Score
· 2017-06-30
Noisy Networks for Exploration
Code
#15
DreamerV2
264
Score
· 2020-10-05
Mastering Atari with Discrete World Models
Code
#16
ASL DDQN
252.9
Score
· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Code
#17
Prior+Duel noop
SOTA
245.9
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#18
Advantage Learning
245.22
Score
· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning
Code
#19
POP3D
241.21
Score
· 2018-07-02
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
Code
#20
UCT
SOTA
225.5
Score
· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents
Code
#21
DDQN (tuned) noop
218.4
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#22
Bootstrapped DQN
214.8
Score
· 2016-02-15
Deep Exploration via Bootstrapped DQN
Code
#23
Duel noop
211.4
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#24
Prior noop
204.6
Score
· 2015-11-18
Prioritized Experience Replay
Code
#25
DARQN soft
197
Score
· 2015-12-05
Deep Attention Recurrent Q-Network
Code
#26
Nature DQN
186.7
Score
No paper
Code
#27
Recurrent Rational DQN Average
184
Score
· 2021-02-18
Adaptive Rational Activations to Boost Deep Reinforcement Learning
Code
#28
DDQN+Pop-Art noop
183.9
Score
· 2016-02-24
Learning values across many orders of magnitude
#29
Rational DQN Average
179
Score
· 2021-02-18
Adaptive Rational Activations to Boost Deep Reinforcement Learning
Code
#30
A3C FF hs
156.3
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#31
A3C LSTM hs
144.2
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#32
ES FF (1 hour) noop
130.3
Score
· 2017-03-10
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Code
#33
DNA
127
Score
· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture
Code
#34
Gorila
118.5
Score
· 2015-07-15
Massively Parallel Methods for Deep Reinforcement Learning
Code
#35
Best Learner
114.3
Score
· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents
Code
#36
Prior+Duel hs
108.6
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#37
SARSA
98.2
Score
No paper
#38
DDQN (tuned) hs
92.2
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#39
DQN noop
68.1
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#40
Prior hs
56.9
Score
· 2015-11-18
Prioritized Experience Replay
Code
#41
Duel hs
48
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#42
DQN hs
45.6
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#43
A3C FF (1 day) hs
26.1
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#44
CGP
0
Score
No paper
Code