Local Lipschitz constant calculation on MNIST first 100 examples (test)
397.25Local Lipschitz Constant ValueOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursModel architecture=3-layer MLP2022.10 | 397.25 | 52.23 | |
| Ours (w/o BaB)Model architecture=3-layer MLP2022.10 | 688.15 | 4.95 | |
| LipBaBModel architecture=3-layer MLP2022.10 | 947.69 | 62.77 | |
| RecurJacModel architecture=3-layer MLP2022.10 | 1,091.31 | 0.22 | |
| NaiveUBModel architecture=3-layer MLP2022.10 | 3,257.16 | 0 | |
| OursModel architecture=CNN-2C2F2022.10 | 5,458.84 | 60.04 | |
| Ours (w/o BaB)Model architecture=CNN-2C2F2022.10 | 5,473.03 | 8.21 | |
| RecurJacModel architecture=CNN-2C2F2022.10 | 12,514.55 | 115.43 | |
| LipMIPModel architecture=3-layer MLP2022.10 | 14,218.99 | 120.51 | |
| NaiveUBModel architecture=CNN-2C2F2022.10 | 80,239.62 | 0 |