Guided Flow Matching on Synthetic Dataset 10k samples 2-dimensional Mixture of Gaussians
94.6Posterior Coverageg^car
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| g^carTarget labels=[0, 0], tau=0.502026.05 | 94.6 | 100 | 0.46 | 74.75 | |
| PCGradTarget labels=[0, 0]2026.05 | 94.05 | 100 | 0.37 | — | |
| g^cov-GTarget labels=[0, 0]2026.05 | 94 | 100 | 0.36 | — | |
| g^carTarget labels=[1, 0], tau=0.502026.05 | 93.8 | 100 | 4.2 | 1,573.89 | |
| g^carTarget labels=Avg., tau=0.502026.05 | 92.37 | 99.96 | 1.65 | 549.55 | |
| GLASS-FKSTarget labels=[1, 0], K=162026.05 | 90.8 | 99.71 | 296 | — | |
| GLASS-FKSTarget labels=Avg., K=162026.05 | 89.4 | 99.9 | 299 | — | |
| PCGradTarget labels=[1, 1]2026.05 | 89.15 | 99.88 | 0.38 | — | |
| g^cov-GTarget labels=[1, 1]2026.05 | 89 | 99.87 | 0.36 | — | |
| GLASS-FKSTarget labels=[0, 0], K=162026.05 | 88.8 | 100 | 298 | — | |
| g^carTarget labels=[1, 1], tau=0.502026.05 | 88.7 | 99.87 | 0.27 | 0 | |
| GLASS-FKSTarget labels=[1, 1], K=162026.05 | 88.6 | 100 | 302 | — | |
| GMTarget labels=[1, 1]2026.05 | 86.2 | 99.92 | 3.11 | 10,240 | |
| PCGradTarget labels=Avg.2026.05 | 86.13 | 97.44 | 0.39 | — | |
| g^cov-GTarget labels=Avg.2026.05 | 84.9 | 96.48 | 0.37 | — | |
| GMTarget labels=[1, 0]2026.05 | 84.5 | 99.99 | 2.81 | 10,240 | |
| GMTarget labels=Avg.2026.05 | 84.33 | 99.95 | 2.91 | 10,240 | |
| GMTarget labels=[0, 0]2026.05 | 82.3 | 99.93 | 2.81 | 10,240 | |
| PCGradTarget labels=[1, 0]2026.05 | 75.2 | 92.45 | 0.42 | — | |
| g^cov-GTarget labels=[1, 0]2026.05 | 71.7 | 89.56 | 0.38 | — |