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Offline Reinforcement Learning on D4RL Gym halfcheetah (full-replay)

88.5Normalized ReturnSPQR
25.37241.76158.1574.539Oct 4, 2021Feb 18, 2022Jul 5, 2022Nov 20, 2022Apr 6, 2023Aug 21, 2023Jan 6, 2024

Evaluation results

MethodLinks
SPQRBase algorithm=SAC-Min2024.0188.5
SACImplementation=Reproduced2021.1086.8
SPQRBase algorithm=EDAC2024.0186.8
EDACImplementation=Ours2021.1084.6
EDAC2024.0184.6
SAC-NImplementation=Ours2021.1084.5
SAC-Min2024.0184.5
CQL-Min2024.0182.07
BRACImplementation=Reproduced2021.1078
CQLImplementation=Reproduced2021.1076.9
MORELImplementation=Reproduced2021.1070.1
BCQImplementation=Reproduced2021.1069.5
UWACImplementation=Reproduced2021.1065.1
BCImplementation=Reproduced2021.1062.9
BC2024.0162.9
BEARImplementation=Reproduced2021.1060.1
REMImplementation=Reproduced2021.1027.8