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Reinforcement Learning on Atari 2600 Hero ALE (test)

30,826.4Maximum Agent ScoreAverage Human
1,436.71769,066.731316,696.74524,326.7587Jun 16, 2022

Evaluation results

MethodLinks
Average HumanPure-exploration regime=true2022.0630,826.4—
BYOL-ExplorePure-exploration regime=true, Episodes=10, Seeds=32022.0622,078.89—
RNDPure-exploration regime=true, Episodes=10, Seeds=32022.0616,964.23—
ICMPure-exploration regime=true, Episodes=10, Seeds=32022.062,567.09—
A2C+SILSelf-Imitation Learning=true2018.06—33,069
A3C-CTSExploration=CTS2018.06—15,210
Reactor-PixelCNNExploration=PixelCNN2018.06—28,000