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SOTA
Atari Games
Atari Games On Atari 2600 Qbert
Atari Games On Atari 2600 Qbert
Metrics
Score
Results
Performance results of various models on this benchmark
Columns
Model Name
Score
Paper Title
Repository
Prior+Duel noop
18760.3
Dueling Network Architectures for Deep Reinforcement Learning
-
MuZero
72276.00
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
-
Duel hs
14175.8
Dueling Network Architectures for Deep Reinforcement Learning
-
Prior+Duel hs
14063.0
Deep Reinforcement Learning with Double Q-learning
-
C51 noop
23784
A Distributional Perspective on Reinforcement Learning
-
GDI-H3(200M frames)
28657
Generalized Data Distribution Iteration
-
DreamerV2
94688
Mastering Atari with Discrete World Models
-
Prior noop
16256.5
Prioritized Experience Replay
-
IQN
25750
Implicit Quantile Networks for Distributional Reinforcement Learning
-
DDQN (tuned) noop
15088.5
Dueling Network Architectures for Deep Reinforcement Learning
-
VPN
14517
Value Prediction Network
-
Sarsa-ε
3895.3
Count-Based Exploration in Feature Space for Reinforcement Learning
-
IQ-Learn
-
IQ-Learn: Inverse soft-Q Learning for Imitation
-
SARSA
960.3
-
-
DQN hs
9271.5
Deep Reinforcement Learning with Double Q-learning
-
MAC
243.4
Mean Actor Critic
-
MP-EB
15805
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models
-
DDQN+Pop-Art noop
5236.8
Learning values across many orders of magnitude
-
DQN Best
4500
Playing Atari with Deep Reinforcement Learning
-
GDI-I3
27800
Generalized Data Distribution Iteration
-
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