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Atari-Spiele
Atari Games On Atari 2600 Amidar
Atari Games On Atari 2600 Amidar
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Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Agent57
29660.08
Agent57: Outperforming the Atari Human Benchmark
R2D2
29321.4
Recurrent Experience Replay in Distributed Reinforcement Learning
MuZero
28634.39
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Ape-X
8659.2
Distributed Prioritized Experience Replay
NoisyNet-Dueling
3537
Noisy Networks for Exploration
FQF
3165.3
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
IQN
2946
Implicit Quantile Networks for Distributional Reinforcement Learning
DreamerV2
2577
Mastering Atari with Discrete World Models
Duel noop
2354.5
Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel noop
2296.8
Dueling Network Architectures for Deep Reinforcement Learning
ASL DDQN
2232.3
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior noop
1838.9
Prioritized Experience Replay
DDQN (tuned) noop
1793.3
Dueling Network Architectures for Deep Reinforcement Learning
C51 noop
1735.0
A Distributional Perspective on Reinforcement Learning
QR-DQN-1
1641
Distributional Reinforcement Learning with Quantile Regression
Advantage Learning
1557.43
Increasing the Action Gap: New Operators for Reinforcement Learning
IMPALA (deep)
1554.79
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Persistent AL
1451.65
Increasing the Action Gap: New Operators for Reinforcement Learning
GDI-I3
1442
Generalized Data Distribution Iteration
A2C + SIL
1362
Self-Imitation Learning
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