Image Classification on CIFAR-10 (train) (Training Loss)
0.0056Training LossAdamW
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdamWNetwork=ResNet-1102025.05 | 0.0056 | — | — | — | |
| AdamWNetwork=ResNet-562025.05 | 0.0057 | — | — | — | |
| AdamWNetwork=VGG-16/BN2025.05 | 0.0058 | — | — | — | |
| AdamWNetwork=ViT-7/8/8-3842025.05 | 0.0087 | — | — | — | |
| AdamWNetwork=ViT-7/8/12-7682025.05 | 0.0087 | — | — | — | |
| Friendly-SAMNetwork=VGG-16/BN2025.05 | 0.0163 | — | — | — | |
| SAMNetwork=VGG-16/BN2025.05 | 0.0171 | — | — | — | |
| SAMNetwork=ResNet-1102025.05 | 0.0188 | — | — | — | |
| Friendly-SAMNetwork=ResNet-1102025.05 | 0.019 | — | — | — | |
| Friendly-SAMNetwork=ResNet-562025.05 | 0.0219 | — | — | — | |
| SAMNetwork=ResNet-562025.05 | 0.0221 | — | — | — | |
| ASAMNetwork=VGG-16/BN2025.05 | 0.0237 | — | — | — | |
| SAMNetwork=ViT-7/8/8-3842025.05 | 0.0273 | — | — | — | |
| Friendly-SAMNetwork=ViT-7/8/8-3842025.05 | 0.0273 | — | — | — | |
| Friendly-SAMNetwork=ViT-7/8/12-7682025.05 | 0.0283 | — | — | — | |
| ASAMNetwork=ResNet-1102025.05 | 0.0288 | — | — | — | |
| SAMNetwork=ViT-7/8/12-7682025.05 | 0.0293 | — | — | — | |
| ZSharpNetwork=VGG-16/BN2025.05 | 0.0351 | — | — | — | |
| ASAMNetwork=ResNet-562025.05 | 0.0366 | — | — | — | |
| ASAMNetwork=ViT-7/8/8-3842025.05 | 0.0367 | — | — | — | |
| ASAMNetwork=ViT-7/8/12-7682025.05 | 0.0371 | — | — | — | |
| ZSharpNetwork=ResNet-1102025.05 | 0.0618 | — | — | — | |
| ZSharpNetwork=ResNet-562025.05 | 0.063 | — | — | — | |
| ZSharpNetwork=ViT-7/8/12-7682025.05 | 0.0635 | — | — | — | |
| ZSharpNetwork=ViT-7/8/8-3842025.05 | 0.0647 | — | — | — | |
| AdamWModel=VGG-112026.06 | — | 0.4183 | 0.1574 | 0.0047 | |
| AdamWModel=ResNet-182026.06 | — | 0.0618 | 0.0107 | 0.0001 | |
| AdamWModel=ResNet-502026.06 | — | 0.0791 | 0.0131 | 0.0001 | |
| LionModel=VGG-112026.06 | — | 0.2292 | 1.076 | 0.0335 | |
| LionModel=ResNet-182026.06 | — | 0.1101 | 0.0537 | 0.0002 | |
| LionModel=ResNet-502026.06 | — | 0.0802 | 0.0173 | 0.0001 | |
| LPSGDMModel=VGG-112026.06 | — | 0.2679 | 0.085 | 0.0142 | |
| LPSGDMModel=ResNet-182026.06 | — | 0.0498 | 0.0021 | 0.0004 | |
| LPSGDMModel=ResNet-502026.06 | — | 0.0478 | 0.0021 | 0.0007 | |
| SGD w/ MomentumModel=VGG-112026.06 | — | 0.261 | 0.1001 | 0.0096 | |
| SGD w/ MomentumModel=ResNet-182026.06 | — | 0.1313 | 0.0175 | 0.0014 | |
| SGD w/ MomentumModel=ResNet-502026.06 | — | 0.1321 | 0.022 | 0.0006 |