Continuous Control on HumanoidBench (w/ Hand)
733Return (Slide)PO-MPC
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PO-MPClambda=12025.10 | 733 | — | 326 | — | — | 933 | 839 | — | 960 | 984 | — | 907 | 930 | 931 | 72.3 | — | — | 68 | 363 | 218 | 347 | |
| PO-MPClambda=92025.10 | 620 | — | 339 | — | — | 935 | 914 | — | 908 | 982 | — | 884 | 932 | 934 | 74.4 | — | — | 69 | 690 | 203 | 354 | |
| PO-MPClambda=0.12025.10 | 451 | — | 108 | — | — | 919 | 902 | — | 338 | 978 | — | 899 | 893 | 834 | 53.2 | — | — | 62 | 69 | 221 | 234 | |
| BMPC2025.10 | 314 | — | 81 | — | — | 932 | 821 | — | 775 | 966 | — | 828 | 932 | 932 | 59 | — | — | 58 | 87 | 196 | 350 | |
| DR.QEnvironment Steps=1M, Action Repeat=22026.05 | 285 | 320 | 288 | 709 | 349 | 942 | 891 | 75 | 424 | 526 | 4,950 | 129 | 491 | 512 | 45.2 | 52.9 | 53.4 | — | — | — | — | |
| FoGEnvironment Steps=1M, Action Repeat=22026.05 | 201 | 244 | 135 | 610 | 577 | 631 | 179 | 182 | 257 | 794 | 2,877 | 22 | 79 | 75 | 25.4 | 34.2 | 33.6 | — | — | — | — | |
| TD-MPC22025.10 | 174 | — | 58 | — | — | 912 | 245 | — | 142 | 946 | — | 149 | 886 | 634 | 25.5 | — | — | 66 | 66 | 97 | 275 | |
| MR.QEnvironment Steps=1M, Action Repeat=22026.05 | 146 | 293 | 127 | 691 | 332 | 653 | 487 | 53 | 237 | 807 | 4,101 | 35 | 300 | 95 | 28.6 | 38.8 | 38.5 | — | — | — | — | |
| SimbaV2Environment Steps=1M, Action Repeat=22026.05 | 136 | 310 | 120 | 838 | 496 | 927 | 724 | 56 | 493 | 640 | 3,223 | 30 | 103 | 64 | 29.8 | 42 | 41.7 | — | — | — | — | |
| TDMPC2Environment Steps=1M, Action Repeat=22026.05 | 79 | 134 | 43 | 97 | 34 | 607 | 139 | 47 | 99 | 897 | 3,610 | 29 | 193 | 234 | 15 | 29.8 | 28.2 | — | — | — | — | |
| SimBaEnvironment Steps=1M, Action Repeat=22026.05 | 67 | 206 | 61 | 487 | 490 | 643 | 649 | 54 | 224 | 779 | 3,185 | 31 | 127 | 94 | 21.9 | 35.6 | 34.5 | — | — | — | — | |
| DreamerV3Environment Steps=1M, Action Repeat=22026.05 | 21 | 10 | 16 | 45 | 27 | 48 | 15 | 13 | 48 | 256 | 864 | 6 | 41 | 19 | 1.9 | 2.1 | 2 | — | — | — | — |