Constrained Optimization on Synthetic constrained optimization benchmark (test)
-6.16Mean Objective ValueSupervised
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Supervisedlabels=high-quality data2026.03 | -6.16 | 10.7 | 18.5 | 71.6 | 199 | 0.0003 | 0.9479 | |
| Penaltysupervision=cheap-label2026.03 | -3.29 | 0.956 | 1.52 | 0.0228 | 0.589 | 0.0003 | 0.9479 | |
| FSNetsupervision=cheap-label2026.03 | -3.28 | 0 | 0.0017 | 0 | 0.0001 | 0.2014 | 71.9913 | |
| Solver2026.03 | -2.4 | 0 | 0 | 0 | 0 | — | 8,033.6 | |
| DC3supervision=cheap-label2026.03 | -1.58 | 0 | 0 | 0.0009 | 0.117 | 0.0959 | 31.921 | |
| FSNetsupervision=vanilla2026.03 | -0.73 | 0.0001 | 0.0019 | 0 | 0.0001 | 0.197 | 80.0849 | |
| Penaltysupervision=vanilla2026.03 | -0.06 | 0.963 | 1.54 | 0.0272 | 0.611 | 0.0003 | 0.9479 | |
| DC3supervision=vanilla2026.03 | 5.19 | 0 | 0 | 0.0017 | 0.221 | 0.096 | 32.0881 | |
| Adaptive Penaltysupervision=cheap-label2026.03 | 9.79 | 0.839 | 1.18 | 0.0004 | 0.0928 | 0.0003 | 0.9479 | |
| Adaptive Penaltysupervision=vanilla2026.03 | 18.23 | 0.743 | 1.06 | 0.0004 | 0.0825 | 0.0003 | 0.9479 | |
| Supervisedlabels=cheap data2026.03 | 22.49 | 1.9 | 2.72 | 0.123 | 2.41 | 0.0003 | 0.9479 |