Generalization Gap Prediction on CIFAR-10/100 Model Grid (test)
0.902Spearman ρDirectional Sharpness
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Directional SharpnessBatch size (B)=16, Number of iterations (T)=52026.06 | 0.902 | 0.702 | 0.694 | |
| Directional SharpnessBatch size (B)=8, Number of iterations (T)=52026.06 | 0.811 | 0.712 | 0.676 | |
| ASAMBatch size (B)=|D|2026.06 | 0.639 | 0.433 | 0.411 | |
| Worst-CaseBatch size (B)=|D|2026.06 | 0.601 | 0.577 | 0.552 | |
| ASAMBatch size (B)=2562026.06 | 0.581 | 0.264 | 0.194 |