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Constrained Optimization (Quadratic Objective) on Two Moons 1,500 problems (test)

100Feasibility (%)FAB: 2 Decoder Nets
17.21638.70860.281.692Apr 3, 2026

Evaluation results

MethodLinks
FAB: 2 Decoder NetsType=ML-Based2026.041000.591.31
FAB: 3 Decoder NetsType=ML-Based2026.041000.81.02
FSNetType=ML-Based2026.0498.74.421.13
FABType=ML-Based2026.0496.80.550.85
Penalty NNType=ML-Based2026.0491.10.20.61
FAB: Phase 1 OnlyType=ML-Based2026.0482.50.640.86
Projected GradientType=Classical2026.0480.579.071.18
Interior PointType=Classical2026.0478.382.81.64
FAB: No DξType=ML-Based2026.0475.10.640.86
Homeomorphic ProjectionType=ML-Based2026.0473.92471.74
FAB: No Hinge LossType=ML-Based2026.0428.40.631.13
Augmented LagrangianType=Classical2026.0420.985.711.33
Penalty MethodType=Classical2026.0420.478.391.36