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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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