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Continuous Control on HalfCheetah v1 (train)

9,721Max Average ReturnMB-MPO + Min Attn
-405.03282,223.84114,852.7157,481.5889Feb 26, 2018May 12, 2019Jul 25, 2020Oct 9, 2021Dec 23, 2022Mar 7, 2024May 22, 2025

Evaluation results

MethodLinks
MB-MPO + Min AttnRegularization=Minimum Attention2025.059,721
TD3Time Steps=1 million2018.029,636.95
Our DDPGTime Steps=1 million, Implementation=Modified architecture2018.028,577.29
MB-MPORegularization=None2025.056,692
DDPGTime Steps=1 million2018.023,305.6
SACTime Steps=1 million2018.022,347.19
PPOTime Steps=1 million2018.021,795.43
ACKTRTime Steps=1 million2018.021,450.46
TRPOTime Steps=1 million2018.02-15.57