Lipschitz Constant Estimation on Small MLP networks (test)
0.02Computation Time (s)AAO
Evaluation results
| Method | Links | |
|---|---|---|
| AAONeurons=40, Layers=52025.10 | 0.02 | |
| AAONeurons=20, Layers=52025.10 | 0.033 | |
| AAONeurons=10, Layers=52025.10 | 0.05 | |
| AAONeurons=60, Layers=52025.10 | 0.051 | |
| GeoLIPNeurons=20, Layers=52025.10 | 0.456 | |
| SeqLipNeurons=10, Layers=52025.10 | 0.46 | |
| GeoLIPNeurons=10, Layers=52025.10 | 0.487 | |
| AAONeurons=10, Layers=102025.10 | 0.764 | |
| GeoLIPNeurons=10, Layers=102025.10 | 0.867 | |
| LipSDP-neuronNeurons=10, Layers=152025.10 | 1.04 | |
| SeqLipNeurons=10, Layers=102025.10 | 1.042 | |
| LipSDP-neuronNeurons=10, Layers=102025.10 | 1.097 | |
| LipSDP-neuronNeurons=10, Layers=52025.10 | 1.176 | |
| LipSDP-layerNeurons=10, Layers=152025.10 | 1.229 | |
| LipSDP-neuronNeurons=20, Layers=102025.10 | 1.303 | |
| LipSDP-neuronNeurons=10, Layers=202025.10 | 1.307 | |
| LipSDP-neuronNeurons=20, Layers=52025.10 | 1.463 | |
| LipSDP-layerNeurons=10, Layers=102025.10 | 1.468 | |
| SeqLipNeurons=10, Layers=152025.10 | 1.576 | |
| LipSDP-layerNeurons=20, Layers=102025.10 | 1.8 | |
| LipSDP-layerNeurons=20, Layers=52025.10 | 1.851 | |
| GeoLIPNeurons=10, Layers=152025.10 | 1.968 | |
| LipSDP-layerNeurons=40, Layers=52025.10 | 1.973 | |
| LipSDP-layerNeurons=10, Layers=202025.10 | 1.992 | |
| AAONeurons=20, Layers=102025.10 | 2.071 | |
| GeoLIPNeurons=10, Layers=202025.10 | 2.107 | |
| LipSDP-layerNeurons=60, Layers=52025.10 | 2.175 | |
| GeoLIPNeurons=40, Layers=52025.10 | 2.23 | |
| LipSDP-neuronNeurons=10, Layers=252025.10 | 2.247 | |
| SeqLipNeurons=10, Layers=202025.10 | 2.33 | |
| LipSDP-layerNeurons=10, Layers=252025.10 | 2.54 | |
| AAONeurons=40, Layers=102025.10 | 2.587 | |
| LipSDP-layerNeurons=20, Layers=152025.10 | 2.65 | |
| SeqLipNeurons=10, Layers=252025.10 | 2.656 | |
| LipSDP-neuronNeurons=20, Layers=152025.10 | 3.194 | |
| GeoLIPNeurons=10, Layers=252025.10 | 3.29 | |
| GeoLIPNeurons=20, Layers=102025.10 | 3.746 | |
| LipSDP-neuronNeurons=60, Layers=52025.10 | 3.761 | |
| AAONeurons=60, Layers=102025.10 | 5.319 | |
| LipSDP-layerNeurons=20, Layers=202025.10 | 5.592 | |
| LipSDP-neuronNeurons=20, Layers=202025.10 | 6.677 | |
| LipSDP-layerNeurons=40, Layers=102025.10 | 6.753 | |
| LipSDP-neuronNeurons=40, Layers=102025.10 | 7.229 | |
| LipSDP-neuronNeurons=40, Layers=52025.10 | 7.396 | |
| LipSDP-neuronNeurons=20, Layers=252025.10 | 9.003 | |
| LipSDP-layerNeurons=20, Layers=252025.10 | 9.672 | |
| SeqLipNeurons=20, Layers=52025.10 | 10 | |
| SeqLipNeurons=20, Layers=102025.10 | 10 | |
| SeqLipNeurons=20, Layers=152025.10 | 10 | |
| SeqLipNeurons=20, Layers=202025.10 | 10 | |
| SeqLipNeurons=20, Layers=252025.10 | 10 | |
| AAONeurons=10, Layers=252025.10 | 10 | |
| GeoLIPNeurons=20, Layers=152025.10 | 10.257 | |
| GeoLIPNeurons=20, Layers=202025.10 | 12.034 | |
| LipSDP-layerNeurons=10, Layers=52025.10 | 12.368 | |
| LipSDP-layerNeurons=60, Layers=102025.10 | 12.753 | |
| GeoLIPNeurons=60, Layers=52025.10 | 13.128 | |
| LipSDP-layerNeurons=40, Layers=152025.10 | 13.897 | |
| AAONeurons=10, Layers=152025.10 | 14.693 | |
| GeoLIPNeurons=20, Layers=252025.10 | 17.586 | |
| LipSDP-neuronNeurons=40, Layers=152025.10 | 21.173 | |
| GeoLIPNeurons=40, Layers=102025.10 | 23.392 | |
| AAONeurons=20, Layers=152025.10 | 23.885 | |
| LipSDP-neuronNeurons=60, Layers=102025.10 | 27.857 | |
| LipSDP-layerNeurons=40, Layers=202025.10 | 32.194 | |
| LipSDP-layerNeurons=60, Layers=152025.10 | 43.746 | |
| GeoLIPNeurons=60, Layers=102025.10 | 50.634 | |
| LipSDP-neuronNeurons=40, Layers=202025.10 | 51.123 | |
| GeoLIPNeurons=40, Layers=152025.10 | 52.746 | |
| GeoLIPNeurons=40, Layers=202025.10 | 58.19 | |
| LipSDP-layerNeurons=40, Layers=252025.10 | 58.683 | |
| AAONeurons=40, Layers=152025.10 | 92.613 | |
| GeoLIPNeurons=40, Layers=252025.10 | 96.382 | |
| LipSDP-neuronNeurons=40, Layers=252025.10 | 97.725 | |
| LipSDP-neuronNeurons=60, Layers=152025.10 | 100.512 | |
| GeoLIPNeurons=60, Layers=152025.10 | 101.734 | |
| LipSDP-layerNeurons=60, Layers=202025.10 | 102.167 | |
| LipSDP-layerNeurons=60, Layers=252025.10 | 186.108 | |
| AAONeurons=60, Layers=152025.10 | 200.619 | |
| LipSDP-neuronNeurons=60, Layers=202025.10 | 211.487 | |
| GeoLIPNeurons=60, Layers=202025.10 | 238.743 | |
| GeoLIPNeurons=60, Layers=252025.10 | 329.327 | |
| LipSDP-neuronNeurons=60, Layers=252025.10 | 417.17 | |
| AAONeurons=10, Layers=202025.10 | 733.7 | |
| AAONeurons=20, Layers=202025.10 | 1,032.956 | |
| AAONeurons=40, Layers=202025.10 | 3,348.118 | |
| AAONeurons=60, Layers=202025.10 | 8,336.229 |