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Atari Games On Atari 2600 Asteroids

评估指标

Score

评测结果

各个模型在此基准测试上的表现结果

模型名称
Score
Paper TitleRepository
Prior noop2654.3Prioritized Experience Replay-
DreamerV241526Mastering Atari with Discrete World Models-
Prior+Duel noop1192.7Dueling Network Architectures for Deep Reinforcement Learning-
C51 noop1516.0A Distributional Perspective on Reinforcement Learning-
GDI-H3760005Generalized Data Distribution Iteration-
Gorila933.6Massively Parallel Methods for Deep Reinforcement Learning-
Duel noop2837.7Dueling Network Architectures for Deep Reinforcement Learning-
GDI-I3751970Generalized Data Distribution Iteration-
Prior hs1745.1Prioritized Experience Replay-
Reactor 500M3726.1The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning-
SARSA89.0--
IMPALA (deep)108590.05IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures-
DNA165973DNA: Proximal Policy Optimization with a Dual Network Architecture-
DQN noop1364.5Deep Reinforcement Learning with Double Q-learning-
POP3D2488.1Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization-
ES FF (1 hour) noop1562.0Evolution Strategies as a Scalable Alternative to Reinforcement Learning-
QR-DQN-14226Distributional Reinforcement Learning with Quantile Regression-
Advantage Learning1924.42Increasing the Action Gap: New Operators for Reinforcement Learning-
Prior+Duel hs1021.9Deep Reinforcement Learning with Double Q-learning-
Ape-X155495.1Distributed Prioritized Experience Replay-
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