Constrained Optimization on Concentric Circles Dist. Min. objective
100FeasibilityProjected Gradient
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Projected GradientMethod Category=Classical2026.04 | 100 | 24.36 | 0.4 | |
| FABMethod Category=ML-Based2026.04 | 99.9 | 0.48 | 5.72 | |
| FSNetMethod Category=ML-Based2026.04 | 99.1 | 2.03 | 9.72 | |
| Homeomorphic ProjectionMethod Category=ML-Based2026.04 | 93.4 | 173 | 14.08 | |
| Interior PointMethod Category=Classical2026.04 | 92.6 | 44.17 | 11.89 | |
| FAB: No DξMethod Category=ML-Based2026.04 | 82.7 | 0.51 | 1.58 | |
| FAB: 3 Decoder NetsMethod Category=ML-Based2026.04 | 82.5 | 0.71 | 1.25 | |
| FAB: 2 Decoder NetsMethod Category=ML-Based2026.04 | 81.4 | 0.52 | 1.54 | |
| FAB: No Hinge LossMethod Category=ML-Based2026.04 | 68.7 | 0.51 | 7.08 | |
| Penalty NNMethod Category=ML-Based2026.04 | 51.6 | 0.14 | 0.97 | |
| Augmented LagrangianMethod Category=Classical2026.04 | 49.3 | 43.93 | 5.7 | |
| Penalty MethodMethod Category=Classical2026.04 | 49 | 40.05 | 5.55 | |
| FAB: Phase 1 OnlyMethod Category=ML-Based2026.04 | 25.9 | 0.51 | 4.61 |