Spectral gap bounding on banana
6.66RLipschitz-constrained normalizing flows
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Lipschitz-constrained normalizing flowsD=20, regularization=none2026.05 | 6.66 | 6.34 | 2.077 | 1.8 | — | |
| Oscillation-Controlled Normalizing FlowsD=20, regularization=oscillation-regularised2026.05 | 6.66 | 6.34 | 0.886 | 1.7 | — | |
| Lipschitz-constrained normalizing flowsD=10, regularization=none2026.05 | 5.39 | 4.92 | 1.447 | 1.6 | — | |
| Oscillation-Controlled Normalizing FlowsD=10, regularization=oscillation-regularised2026.05 | 5.39 | 4.92 | 0.617 | 3.1 | — | |
| Lipschitz-constrained normalizing flowsD=5, regularization=none2026.05 | 4.54 | 4.08 | 1.284 | 8.6 | — | |
| Oscillation-Controlled Normalizing FlowsD=5, regularization=oscillation-regularised2026.05 | 4.54 | 4.08 | 1.343 | 7.6 | — | |
| Lipschitz-constrained normalizing flowsD=2, regularization=none2026.05 | 3.76 | 3.37 | 0.752 | 0.23 | — | |
| Oscillation-Controlled Normalizing FlowsD=2, regularization=oscillation-regularised2026.05 | 3.76 | 3.37 | 0.273 | 0.828 | — |