Image Classification on Fashion-MNIST (Accuracy and Calibration Metrics)
91.3Accuracy (ACC)lCBOpt-adapt
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| lCBOpt-adaptOptimizer=lCBOpt-adapt2025.11 | 91.3 | 0.252 | 0.02 | — | |
| IVONOptimizer=IVON2025.11 | 91.1 | 0.258 | 0.013 | — | |
| BPS2023.02 | 91 | 0.25 | 1 | 2.73 | |
| σBPS2023.02 | 91 | 0.3 | 3.94 | 2.74 | |
| Boomerang2023.02 | 91 | 0.28 | 3.82 | 143.05 | |
| SGLD-ND2023.02 | 91 | 0.33 | 4.71 | 2.97 | |
| SGHMC2023.02 | 91 | 0.34 | 4.88 | 2.71 | |
| uCBOpt-adaptOptimizer=uCBOpt-adapt2025.11 | 91 | 0.256 | 0.016 | — | |
| IVON@meanOptimizer=IVON@mean2025.11 | 90.7 | 0.267 | 0.018 | — | |
| uCBOptOptimizer=uCBOpt2025.11 | 90.7 | 0.27 | 0.023 | — | |
| SGLD2023.02 | 90 | 0.3 | 3.09 | 102.52 | |
| AdamWOptimizer=AdamW2025.11 | 90 | 0.294 | 0.026 | — | |
| SWAGOptimizer=SWAG2025.11 | 90 | 0.342 | 0.043 | — | |
| MC-DOptimizer=MC-D2025.11 | 89.7 | 0.281 | 0.013 | — | |
| SGDOptimizer=SGD2025.11 | 89.6 | 0.293 | 0.022 | — | |
| LaplaceOptimizer=Laplace2025.11 | 89.5 | 0.295 | 0.024 | — |