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Atari Games On Atari 2600 Name This Game

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
Duel hs11185.1Dueling Network Architectures for Deep Reinforcement Learning-
ES FF (1 hour) noop4503.0Evolution Strategies as a Scalable Alternative to Reinforcement Learning-
Bootstrapped DQN11501.1Deep Exploration via Bootstrapped DQN-
Prior+Duel noop15572.5Dueling Network Architectures for Deep Reinforcement Learning-
GDI-H336296Generalized Data Distribution Iteration-
A2C + SIL14958.2Self-Imitation Learning-
DQN noop8207.8Deep Reinforcement Learning with Double Q-learning-
IMPALA (deep)21537.20IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures-
Nature DQN7257.0Human level control through deep reinforcement learning
QR-DQN-121890Distributional Reinforcement Learning with Quantile Regression-
SARSA2247.0--
Prior+Duel hs13637.9Deep Reinforcement Learning with Double Q-learning-
GDI-I334434Generalized Data Distribution Iteration-
C51 noop12542.0A Distributional Perspective on Reinforcement Learning-
ASL DDQN16535.4Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity-
DDQN (tuned) hs8960.3Deep Reinforcement Learning with Double Q-learning-
A3C LSTM hs12093.7Asynchronous Methods for Deep Reinforcement Learning-
NoisyNet-Dueling12211Noisy Networks for Exploration-
MuZero157177.85Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model-
A3C FF hs10476.1Asynchronous Methods for Deep Reinforcement Learning-
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