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Atari Games On Atari 2600 Star Gunner

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评测结果

各个模型在此基准测试上的表现结果

Paper TitleRepository
Agent57839573.53Agent57: Outperforming the Atari Human Benchmark
R2D2717344.0Recurrent Experience Replay in Distributed Reinforcement Learning-
GDI-H3677590Generalized Data Distribution Iteration-
MuZero549271.70Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
GDI-I3465750GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning-
GDI-I3465750Generalized Data Distribution Iteration-
Ape-X434342.5Distributed Prioritized Experience Replay
IMPALA (deep)200625.00IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
A3C LSTM hs164766.0Asynchronous Methods for Deep Reinforcement Learning
MuZero (Res2 Adam)154548.26Online and Offline Reinforcement Learning by Planning with a Learned Model
A3C FF hs138218.0Asynchronous Methods for Deep Reinforcement Learning
FQF131981.2Fully Parameterized Quantile Function for Distributional Reinforcement Learning
ASL DDQN129140Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior+Duel hs127073.0Deep Reinforcement Learning with Double Q-learning
Prior+Duel noop125117.0Dueling Network Architectures for Deep Reinforcement Learning
DNA104125DNA: Proximal Policy Optimization with a Dual Network Architecture
Duel hs90804.0Dueling Network Architectures for Deep Reinforcement Learning
Duel noop89238.0Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-177495Distributional Reinforcement Learning with Quantile Regression
NoisyNet-Dueling75867Noisy Networks for Exploration
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