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Reinforcement Learning on Atari 2600 Freeway ALE (test)

34ScoreA2C+SIL
-0.7368.28217.326.318Mar 3, 2017Mar 21, 2018Apr 9, 2019Apr 27, 2020May 15, 2021Jun 3, 2022Jun 22, 2023

Evaluation results

MethodLinks
A2C+SILSelf-Imitation Learning=true2018.0634
Prior. DuelTraining frames=150M, Seeds=32017.0333
TRPO-AE-SimHashExploration=SimHash2018.0633
PPO2023.0632.5
Reactor-PixelCNNExploration=PixelCNN2018.0632
Expert2023.0631.9
DQN-CTSTraining frames=150M, Seeds=32017.0331.7
DQN-PixelCNNTraining frames=150M, Seeds=32017.0331.7
DQNTraining frames=150M, Seeds=32017.0330.8
A3C-CTSTraining frames=150M, Seeds=32017.0330.48
A3C-CTSExploration=CTS2018.0630
STG2023.0621.8
ELE2023.062.7
GAIfO2023.060.6