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Atari 2600 Frostbite
Atari Games on Atari 2600 Frostbite
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Model name (A→Z)
#
Model
↕
Score
▼
Extra Data
Paper
Date
↕
Code
1
MuZero
631378.53
No
Mastering Atari, Go, Chess and Shogi by Planning...
2019-11-19
Code
2
Agent57
541280.88
No
Agent57: Outperforming the Atari Human Benchmark
2020-03-30
Code
3
MuZero (Res2 Adam)
374769.76
No
Online and Offline Reinforcement Learning by Pla...
2021-04-13
Code
4
R2D2
315456.4
No
-
-
Code
5
Fearlessmrx
214060
No
Fully Parameterized Quantile Function for Distri...
2019-11-05
Code
6
DreamerV2
11384
No
Mastering Atari with Discrete World Models
2020-10-05
Code
7
GDI-H3(200M frames)
11330
No
Generalized Data Distribution Iteration
2022-06-07
-
8
GDI-H3
11330
No
Generalized Data Distribution Iteration
2022-06-07
-
9
GDI-I3
10485
No
GDI: Rethinking What Makes Reinforcement Learnin...
2021-06-11
-
10
GDI-I3
10485
No
GDI: Rethinking What Makes Reinforcement Learnin...
2021-06-11
-
11
Ape-X
9328.6
No
Distributed Prioritized Experience Replay
2018-03-02
Code
12
ASL DDQN
8616.4
No
Train a Real-world Local Path Planner in One Hou...
2023-05-07
Code
13
Prior+Duel noop
7413
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
14
A2C + SIL
6289.8
No
Self-Imitation Learning
2018-06-14
Code
15
TRPO-hash
5214
No
#Exploration: A Study of Count-Based Exploration...
2016-11-15
Code
16
Duel noop
4672.8
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
17
QR-DQN-1
4384
No
Distributional Reinforcement Learning with Quant...
2017-10-27
Code
18
Prior noop
4380.1
No
Prioritized Experience Replay
2015-11-18
Code
19
IQN
4324
No
Implicit Quantile Networks for Distributional Re...
2018-06-14
Code
20
Prior+Duel hs
4038.4
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
21
C51 noop
3965
No
A Distributional Perspective on Reinforcement Le...
2017-07-21
Code
22
VPN
3811
No
Value Prediction Network
2017-07-11
Code
23
Prior hs
3510
No
Prioritized Experience Replay
2015-11-18
Code
24
DDQN+Pop-Art noop
3469.6
No
Learning values across many orders of magnitude
2016-02-24
-
25
Persistent AL
3248.96
No
Increasing the Action Gap: New Operators for Rei...
2015-12-15
Code
26
NoisyNet-Dueling
2923
No
Noisy Networks for Exploration
2017-06-30
Code
27
Sarsa-φ-EB
2770.1
No
Count-Based Exploration in Feature Space for Rei...
2017-06-25
Code
28
MFEC
2394
No
Model-Free Episodic Control with State Aggregation
2020-08-21
-
29
Duel hs
2332.4
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
30
Advantage Learning
2305.82
No
Increasing the Action Gap: New Operators for Rei...
2015-12-15
Code
31
Bootstrapped DQN
2181.4
No
Deep Exploration via Bootstrapped DQN
2016-02-15
Code
32
DDQN (tuned) noop
1683.3
No
Dueling Network Architectures for Deep Reinforce...
2015-11-20
Code
33
DDQN (tuned) hs
1448.1
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
34
Sarsa-ε
1394.3
No
Count-Based Exploration in Feature Space for Rei...
2017-06-25
Code
35
CURL
924
No
CURL: Contrastive Unsupervised Representations f...
2020-04-08
Code
36
DQN noop
797.4
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
37
CGP
782
No
Evolving simple programs for playing Atari games
2018-06-14
Code
38
MP-EB
507
No
Incentivizing Exploration In Reinforcement Learn...
2015-07-03
Code
39
DQN hs
496.1
No
Deep Reinforcement Learning with Double Q-learning
2015-09-22
Code
40
Gorila
426.6
No
Massively Parallel Methods for Deep Reinforcemen...
2015-07-15
Code
41
ES FF (1 hour) noop
370
No
Evolution Strategies as a Scalable Alternative t...
2017-03-10
Code
42
Nature DQN
328.3
No
-
-
Code
43
DNA
320
No
DNA: Proximal Policy Optimization with a Dual Ne...
2022-06-20
Code
44
IMPALA (deep)
317.75
No
IMPALA: Scalable Distributed Deep-RL with Import...
2018-02-05
Code
45
POP3D
316.87
No
Policy Optimization With Penalized Point Probabi...
2018-07-02
Code
46
IDVQ + DRSC + XNES
300
No
Playing Atari with Six Neurons
2018-06-04
Code
47
UCT
270.5
No
The Arcade Learning Environment: An Evaluation P...
2012-07-19
Code
48
Best Learner
216.9
No
The Arcade Learning Environment: An Evaluation P...
2012-07-19
Code
49
A3C LSTM hs
197.6
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
50
A3C FF hs
190.5
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
51
SARSA
180.9
No
-
-
-
52
A3C FF (1 day) hs
180.1
No
Asynchronous Methods for Deep Reinforcement Lear...
2016-02-04
Code
53
SAC
59.4
No
Soft Actor-Critic for Discrete Action Settings
2019-10-16
Code
#1
MuZero
SOTA
631378.53
Score
· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Code
#2
Agent57
541280.88
Score
· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark
Code
#3
MuZero (Res2 Adam)
374769.76
Score
· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model
Code
#4
R2D2
315456.4
Score
No paper
Code
#5
Fearlessmrx
SOTA
214060
Score
· 2019-11-05
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
Code
#6
DreamerV2
11384
Score
· 2020-10-05
Mastering Atari with Discrete World Models
Code
#7
GDI-H3(200M frames)
11330
Score
· 2022-06-07
Generalized Data Distribution Iteration
#8
GDI-H3
11330
Score
· 2022-06-07
Generalized Data Distribution Iteration
#9
GDI-I3
10485
Score
· 2021-06-11
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
#10
GDI-I3
10485
Score
· 2021-06-11
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
#11
Ape-X
SOTA
9328.6
Score
· 2018-03-02
Distributed Prioritized Experience Replay
Code
#12
ASL DDQN
8616.4
Score
· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Code
#13
Prior+Duel noop
SOTA
7413
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#14
A2C + SIL
6289.8
Score
· 2018-06-14
Self-Imitation Learning
Code
#15
TRPO-hash
5214
Score
· 2016-11-15
#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning
Code
#16
Duel noop
4672.8
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#17
QR-DQN-1
4384
Score
· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression
Code
#18
Prior noop
SOTA
4380.1
Score
· 2015-11-18
Prioritized Experience Replay
Code
#19
IQN
4324
Score
· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning
Code
#20
Prior+Duel hs
SOTA
4038.4
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#21
C51 noop
3965
Score
· 2017-07-21
A Distributional Perspective on Reinforcement Learning
Code
#22
VPN
3811
Score
· 2017-07-11
Value Prediction Network
Code
#23
Prior hs
3510
Score
· 2015-11-18
Prioritized Experience Replay
Code
#24
DDQN+Pop-Art noop
3469.6
Score
· 2016-02-24
Learning values across many orders of magnitude
#25
Persistent AL
3248.96
Score
· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning
Code
#26
NoisyNet-Dueling
2923
Score
· 2017-06-30
Noisy Networks for Exploration
Code
#27
Sarsa-φ-EB
2770.1
Score
· 2017-06-25
Count-Based Exploration in Feature Space for Reinforcement Learning
Code
#28
MFEC
2394
Score
· 2020-08-21
Model-Free Episodic Control with State Aggregation
#29
Duel hs
2332.4
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#30
Advantage Learning
2305.82
Score
· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning
Code
#31
Bootstrapped DQN
2181.4
Score
· 2016-02-15
Deep Exploration via Bootstrapped DQN
Code
#32
DDQN (tuned) noop
1683.3
Score
· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning
Code
#33
DDQN (tuned) hs
1448.1
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#34
Sarsa-ε
1394.3
Score
· 2017-06-25
Count-Based Exploration in Feature Space for Reinforcement Learning
Code
#35
CURL
924
Score
· 2020-04-08
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
Code
#36
DQN noop
797.4
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#37
CGP
782
Score
· 2018-06-14
Evolving simple programs for playing Atari games
Code
#38
MP-EB
SOTA
507
Score
· 2015-07-03
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models
Code
#39
DQN hs
496.1
Score
· 2015-09-22
Deep Reinforcement Learning with Double Q-learning
Code
#40
Gorila
426.6
Score
· 2015-07-15
Massively Parallel Methods for Deep Reinforcement Learning
Code
#41
ES FF (1 hour) noop
370
Score
· 2017-03-10
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Code
#42
Nature DQN
328.3
Score
No paper
Code
#43
DNA
320
Score
· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture
Code
#44
IMPALA (deep)
317.75
Score
· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Code
#45
POP3D
316.87
Score
· 2018-07-02
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
Code
#46
IDVQ + DRSC + XNES
300
Score
· 2018-06-04
Playing Atari with Six Neurons
Code
#47
UCT
SOTA
270.5
Score
· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents
Code
#48
Best Learner
216.9
Score
· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents
Code
#49
A3C LSTM hs
197.6
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#50
A3C FF hs
190.5
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#51
SARSA
180.9
Score
No paper
#52
A3C FF (1 day) hs
180.1
Score
· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning
Code
#53
SAC
59.4
Score
· 2019-10-16
Soft Actor-Critic for Discrete Action Settings
Code