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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Video Pinball
Atari Games On Atari 2600 Video Pinball
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
R2D2
999383.2
Recurrent Experience Replay in Distributed Reinforcement Learning
Agent57
992340.74
Agent57: Outperforming the Atari Human Benchmark
MuZero
981791.88
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
GDI-H3
978190
Generalized Data Distribution Iteration
C51 noop
949604.0
A Distributional Perspective on Reinforcement Learning
GDI-I3
925830
Generalized Data Distribution Iteration
NoisyNet-Dueling
870954
Noisy Networks for Exploration
MuZero (Res2 Adam)
865543.44
Online and Offline Reinforcement Learning by Planning with a Learned Model
Bootstrapped DQN
811610
Deep Exploration via Bootstrapped DQN
QR-DQN-1
705662
Distributional Reinforcement Learning with Quantile Regression
IQN
698045
Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN
626794
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
IMPALA (deep)
572898.27
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Ape-X
565163.2
Distributed Prioritized Experience Replay
Advantage Learning
543504
Increasing the Action Gap: New Operators for Reinforcement Learning
DNA
505392
DNA: Proximal Policy Optimization with a Dual Network Architecture
Prior+Duel noop
479197.0
Dueling Network Architectures for Deep Reinforcement Learning
A3C LSTM hs
470310.5
Asynchronous Methods for Deep Reinforcement Learning
A2C + SIL
461522.4
Self-Imitation Learning
Prior+Duel hs
447408.6
Deep Reinforcement Learning with Double Q-learning
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