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Continuous Control on Hopper

2,133,326Average RewardRMF
-85,332.95888490,665.040061,066,663.0391,642,661.03794Sep 9, 2015Jan 10, 2017May 15, 2018Sep 17, 2019Jan 18, 2021May 23, 2022Sep 25, 2023

Evaluation results

MethodLinks
RMFType=Recurrent Model-free2023.092,133,326—
TD3-FPOWObservation Window=3 concatenation frames2023.091,654,217—
GRU-ODENumerical Solver=Euler2023.09245,587—
VRM2023.09185,161—
SAC-LSTM2023.09123,639—
SLAC2023.0922,221—
TOP-TD3Training steps=1M, Number of trials=102021.023,688—
ND TOP-TD3Training steps=1M, Number of trials=102021.023,458—
QR-TD3Training steps=1M, Number of trials=102021.023,392—
TD3Training steps=1M, Number of trials=102021.023,390—
OACTraining steps=1M, Number of trials=102021.022,896—
SACTraining steps=1M, Number of trials=102021.022,237—
DDPGObservation Space=low-dimensional2015.090.6760.936
DDPGObservation Space=pixels2015.090.1120.924
DPGSetup=original with replay buffer and batch normalization2015.090.0780.917