Offline Constrained Reinforcement Learning on BulletGym
0.76BallRun RewardBCQ-Lag
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BCQ-Lag2025.05 | 0.76 | 3.91 | 0.94 | 0.15 | 0.72 | 5.54 | 0.76 | 5.11 | 0.69 | 2.36 | 0.63 | 1.89 | 0.8 | 3.07 | 0.58 | 2.87 | 0.74 | 3.11 | |
| BC-All2025.05 | 0.6 | 5.08 | 0.97 | 0.33 | 0.24 | 2.13 | 0.72 | 2.93 | 0.74 | 4.71 | 0.58 | 3.74 | 0.72 | 3.03 | 0.58 | 4.9 | 0.64 | 3.36 | |
| COptiDICE2025.05 | 0.59 | 3.52 | 0.87 | 0 | 0.67 | 4.15 | 0.61 | 0.94 | 0.7 | 2.61 | 0.49 | 3.14 | 0.26 | 1.02 | 0.17 | 5.04 | 0.55 | 2.55 | |
| PDOCRL2025.05 | 0.48 | 0.86 | 0.8 | 0.11 | 0.1 | 0.84 | 0.03 | 0 | 0.61 | 0.21 | 0.63 | 0.11 | 0.26 | 0.26 | 0 | 0 | 0.3 | 0.3 | |
| BEAR-Lag2025.05 | 0.47 | 5.03 | 0.68 | 7.78 | 0.42 | 2.47 | 0.15 | 0.73 | 0.86 | 3.09 | 0.74 | 2.18 | 0.78 | 3.68 | 0.65 | 5.48 | 0.48 | 3.8 | |
| CDT2025.05 | 0.39 | 1.16 | 0.99 | 0.65 | 0.63 | 0.79 | 0.72 | 0.91 | 0.77 | 1.07 | 0.75 | 0.95 | 0.63 | 0.98 | 0.54 | 1.78 | 0.68 | 1.04 | |
| BC-Safe2025.05 | 0.27 | 1.46 | 0.94 | 0.22 | 0.28 | 0.74 | 0.65 | 1.09 | 0.52 | 0.65 | 0.5 | 0.84 | 0.56 | 0.57 | 0.4 | 0.96 | 0.52 | 0.82 | |
| CPQ2025.05 | 0.22 | 1.27 | 0.95 | 1.79 | 0.33 | 3.52 | 0.03 | 0.02 | 0.64 | 0.76 | 0.71 | 0.33 | 0.22 | 1.28 | 0 | 0 | 0.33 | 1.12 |