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SOTA
Atari Games
Atari Games On Atari 2600 Hero
Atari Games On Atari 2600 Hero
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Score
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
Score
Paper Title
Repository
FQF
30926.2
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
DQN noop
20437.8
Deep Reinforcement Learning with Double Q-learning
Nature DQN
19950
Human level control through deep reinforcement learning
Prior+Duel hs
15459.2
Deep Reinforcement Learning with Double Q-learning
CGP
2974
Evolving simple programs for playing Atari games
A2C + SIL
33156.7
Self-Imitation Learning
Prior+Duel noop
21036.5
Dueling Network Architectures for Deep Reinforcement Learning
Ape-X
31655.9
Distributed Prioritized Experience Replay
Gorila
8963.4
Massively Parallel Methods for Deep Reinforcement Learning
DDQN (tuned) noop
20130.2
Dueling Network Architectures for Deep Reinforcement Learning
A3C FF hs
32464.1
Asynchronous Methods for Deep Reinforcement Learning
DreamerV2
21868
Mastering Atari with Discrete World Models
Bootstrapped DQN
21021.3
Deep Exploration via Bootstrapped DQN
MuZero (Res2 Adam)
37234.31
Online and Offline Reinforcement Learning by Planning with a Learned Model
A3C LSTM hs
28889.5
Asynchronous Methods for Deep Reinforcement Learning
UCT
12859.5
The Arcade Learning Environment: An Evaluation Platform for General Agents
Prior hs
20889.9
Prioritized Experience Replay
Duel hs
15207.9
Dueling Network Architectures for Deep Reinforcement Learning
GDI-I3
38330
Generalized Data Distribution Iteration
-
Persistent AL
24175.79
Increasing the Action Gap: New Operators for Reinforcement Learning
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