Heteroscedastic Regression on Synthetic
100CoverageLA
Evaluation Results
| Method | Links | |
|---|---|---|
| LAApproximation=KFAC, CI=95%2026.05 | 100 | |
| LAApproximation=DIAG, CI=95%2026.05 | 100 | |
| LAApproximation=DENSE, CI=95%2026.05 | 100 | |
| VIApproximation=MFVI, CI=95%2026.05 | 100 | |
| LAApproximation=KFAC, CI=90%2026.05 | 100 | |
| LAApproximation=DIAG, CI=90%2026.05 | 100 | |
| LAApproximation=DENSE, CI=90%2026.05 | 100 | |
| VIApproximation=MFVI, CI=90%2026.05 | 100 | |
| VIApproximation=MFVI, CI=75%2026.05 | 96 | |
| SSLAApproximation=DIAG, CI=95%2026.05 | 92 | |
| SSLAApproximation=DENSE, CI=95%2026.05 | 92 | |
| VIApproximation=VI, CI=95%2026.05 | 92 | |
| SSLAApproximation=DIAG, CI=90%2026.05 | 92 | |
| VIApproximation=VI, CI=90%2026.05 | 92 | |
| LAApproximation=KFAC, CI=75%2026.05 | 92 | |
| LAApproximation=DIAG, CI=75%2026.05 | 92 | |
| LAApproximation=DENSE, CI=75%2026.05 | 92 | |
| SSLAApproximation=KFAC, CI=95%2026.05 | 88 | |
| MCMCApproximation=HMC, CI=95%2026.05 | 88 | |
| SSLAApproximation=DENSE, CI=90%2026.05 | 88 | |
| MCMCApproximation=HMC, CI=90%2026.05 | 88 | |
| SSLAApproximation=KFAC, CI=90%2026.05 | 84 | |
| SSLAApproximation=DIAG, CI=75%2026.05 | 80 | |
| VIApproximation=VI, CI=75%2026.05 | 80 | |
| VIApproximation=MFVI, CI=50%2026.05 | 80 | |
| ASSLAApproximation=KFAC, CI=95%2026.05 | 76 | |
| ASSLAApproximation=DIAG, CI=95%2026.05 | 76 | |
| ASSLAApproximation=DENSE, CI=95%2026.05 | 76 | |
| SSLAApproximation=KFAC, CI=75%2026.05 | 76 | |
| SSLAApproximation=DENSE, CI=75%2026.05 | 76 | |
| MCMCApproximation=HMC, CI=75%2026.05 | 76 | |
| SSLAApproximation=KFAC, CI=50%2026.05 | 72 | |
| ASSLAApproximation=KFAC, CI=90%2026.05 | 68 | |
| ASSLAApproximation=DIAG, CI=90%2026.05 | 68 | |
| ASSLAApproximation=DENSE, CI=90%2026.05 | 68 | |
| LAApproximation=KFAC, CI=50%2026.05 | 68 | |
| LAApproximation=DIAG, CI=50%2026.05 | 68 | |
| LAApproximation=DENSE, CI=50%2026.05 | 68 | |
| MCMCApproximation=HMC, CI=50%2026.05 | 68 | |
| SSLAApproximation=DIAG, CI=50%2026.05 | 64 | |
| VIApproximation=VI, CI=50%2026.05 | 64 | |
| ASSLAApproximation=KFAC, CI=75%2026.05 | 60 | |
| ASSLAApproximation=DIAG, CI=75%2026.05 | 60 | |
| ASSLAApproximation=DENSE, CI=75%2026.05 | 60 | |
| SSLAApproximation=DENSE, CI=50%2026.05 | 56 | |
| ASSLAApproximation=KFAC, CI=50%2026.05 | 56 | |
| ASSLAApproximation=DIAG, CI=50%2026.05 | 56 | |
| ASSLAApproximation=DENSE, CI=50%2026.05 | 56 |