Lipschitz constant estimation on Large-scale Neural Networks
0.076Computation Time (seconds)EClipsE-Fast
Evaluation Results
| Method | Links | |
|---|---|---|
| EClipsE-FastNeurons=60, Layers=402025.10 | 0.076 | |
| EClipsE-FastNeurons=60, Layers=302025.10 | 0.099 | |
| EClipsE-FastNeurons=60, Layers=502025.10 | 0.11 | |
| EClipsE-FastNeurons=80, Layers=302025.10 | 0.117 | |
| EClipsE-FastNeurons=60, Layers=602025.10 | 0.127 | |
| EClipsE-FastNeurons=60, Layers=702025.10 | 0.13 | |
| EClipsE-FastNeurons=80, Layers=402025.10 | 0.158 | |
| EClipsE-FastNeurons=80, Layers=502025.10 | 0.192 | |
| EClipsE-FastNeurons=100, Layers=302025.10 | 0.204 | |
| EClipsE-FastNeurons=100, Layers=402025.10 | 0.222 | |
| EClipsE-FastNeurons=80, Layers=602025.10 | 0.251 | |
| EClipsE-FastNeurons=120, Layers=302025.10 | 0.251 | |
| EClipsE-FastNeurons=100, Layers=502025.10 | 0.292 | |
| EClipsE-FastNeurons=80, Layers=702025.10 | 0.294 | |
| EClipsE-FastNeurons=100, Layers=602025.10 | 0.314 | |
| EClipsE-FastNeurons=120, Layers=402025.10 | 0.335 | |
| EClipsE-FastNeurons=100, Layers=702025.10 | 0.382 | |
| EClipsE-FastNeurons=120, Layers=502025.10 | 0.414 | |
| EClipsE-FastNeurons=120, Layers=602025.10 | 0.496 | |
| EClipsE-FastNeurons=120, Layers=702025.10 | 0.557 | |
| GLipSDPNeurons=80, Layers=302025.10 | 1 | |
| GLipSDPNeurons=80, Layers=502025.10 | 1 | |
| GLipSDPNeurons=80, Layers=602025.10 | 1 | |
| GLipSDPNeurons=80, Layers=702025.10 | 1 | |
| GLipSDPNeurons=100, Layers=302025.10 | 1 | |
| EClipsENeurons=60, Layers=302025.10 | 57.061 | |
| LipSDP-layerNeurons=60, Layers=602025.10 | 72.664 | |
| LipSDP-layerNeurons=60, Layers=502025.10 | 77.136 | |
| LipSDP-layerNeurons=60, Layers=702025.10 | 79.716 | |
| EClipsENeurons=60, Layers=402025.10 | 82.713 | |
| LipSDP-layerNeurons=80, Layers=302025.10 | 89.473 | |
| LipSDP-layerNeurons=60, Layers=302025.10 | 94.361 | |
| LipSDP-layerNeurons=60, Layers=402025.10 | 99.127 | |
| EClipsENeurons=80, Layers=302025.10 | 103.047 | |
| LipSDP-neuronNeurons=60, Layers=302025.10 | 109.07 | |
| LipSDP-layerNeurons=80, Layers=602025.10 | 111.975 | |
| EClipsENeurons=60, Layers=502025.10 | 121.571 | |
| GLipSDPNeurons=60, Layers=302025.10 | 126.677 | |
| LipSDP-layerNeurons=100, Layers=302025.10 | 130.927 | |
| LipSDP-layerNeurons=80, Layers=702025.10 | 136.632 | |
| LipSDP-neuronNeurons=60, Layers=502025.10 | 149.638 | |
| LipSDP-layerNeurons=80, Layers=502025.10 | 151.267 | |
| LipSDP-neuronNeurons=60, Layers=402025.10 | 152.04 | |
| LipSDP-layerNeurons=100, Layers=402025.10 | 159.697 | |
| EClipsENeurons=60, Layers=702025.10 | 163.846 | |
| EClipsENeurons=100, Layers=302025.10 | 164.315 | |
| EClipsENeurons=80, Layers=402025.10 | 164.912 | |
| LipSDP-neuronNeurons=60, Layers=702025.10 | 172.854 | |
| LipDiffNeurons=60, Layers=302025.10 | 179.812 | |
| LipSDP-layerNeurons=80, Layers=402025.10 | 187.85 | |
| LipSDP-layerNeurons=100, Layers=602025.10 | 194.21 | |
| LipSDP-layerNeurons=120, Layers=302025.10 | 201.007 | |
| EClipsENeurons=80, Layers=502025.10 | 207.042 | |
| LipSDP-layerNeurons=100, Layers=702025.10 | 221.094 | |
| EClipsENeurons=60, Layers=602025.10 | 221.483 | |
| LipSDP-layerNeurons=120, Layers=402025.10 | 222.053 | |
| LipSDP-layerNeurons=100, Layers=502025.10 | 223.201 | |
| LipSDP-neuronNeurons=80, Layers=302025.10 | 261.885 | |
| LipSDP-layerNeurons=120, Layers=602025.10 | 274.748 | |
| EClipsENeurons=120, Layers=302025.10 | 275.917 | |
| EClipsENeurons=100, Layers=402025.10 | 276.264 | |
| LipSDP-neuronNeurons=80, Layers=502025.10 | 295.342 | |
| EClipsENeurons=80, Layers=702025.10 | 309.558 | |
| LipSDP-neuronNeurons=80, Layers=402025.10 | 313.565 | |
| LipSDP-layerNeurons=120, Layers=502025.10 | 313.597 | |
| LipSDP-neuronNeurons=100, Layers=302025.10 | 371.482 | |
| EClipsENeurons=80, Layers=602025.10 | 378.171 | |
| LipDiffNeurons=80, Layers=302025.10 | 390.254 | |
| LipSDP-layerNeurons=120, Layers=702025.10 | 411.751 | |
| LipSDP-neuronNeurons=80, Layers=702025.10 | 422.347 | |
| GLipSDPNeurons=60, Layers=402025.10 | 454.171 | |
| LipDiffNeurons=60, Layers=402025.10 | 469.768 | |
| EClipsENeurons=120, Layers=402025.10 | 472.231 | |
| EClipsENeurons=100, Layers=702025.10 | 520.602 | |
| EClipsENeurons=100, Layers=602025.10 | 549.838 | |
| EClipsENeurons=100, Layers=502025.10 | 555.429 | |
| GLipSDPNeurons=60, Layers=702025.10 | 562.881 | |
| GLipSDPNeurons=60, Layers=602025.10 | 569.647 | |
| LipSDP-neuronNeurons=100, Layers=502025.10 | 595.804 | |
| LipSDP-neuronNeurons=100, Layers=402025.10 | 625.229 | |
| GLipSDPNeurons=60, Layers=502025.10 | 633.618 | |
| LipSDP-neuronNeurons=120, Layers=302025.10 | 692.723 | |
| LipDiffNeurons=100, Layers=302025.10 | 696.663 | |
| LipDiffNeurons=60, Layers=502025.10 | 716.592 | |
| LipSDP-neuronNeurons=60, Layers=602025.10 | 727.651 | |
| EClipsENeurons=120, Layers=702025.10 | 770.5 | |
| LipDiffNeurons=80, Layers=402025.10 | 794.557 | |
| LipSDP-neuronNeurons=100, Layers=702025.10 | 861.61 | |
| EClipsENeurons=120, Layers=502025.10 | 893.199 | |
| EClipsENeurons=120, Layers=602025.10 | 923.932 | |
| LipSDP-neuronNeurons=100, Layers=602025.10 | 961.68 | |
| LipSDP-neuronNeurons=120, Layers=402025.10 | 1,065.468 | |
| LipDiffNeurons=120, Layers=302025.10 | 1,177.954 | |
| LipSDP-neuronNeurons=120, Layers=502025.10 | 1,179.913 | |
| LipDiffNeurons=60, Layers=602025.10 | 1,257.711 | |
| LipSDP-neuronNeurons=80, Layers=602025.10 | 1,267.712 | |
| LipSDP-neuronNeurons=120, Layers=602025.10 | 1,394.512 | |
| LipSDP-neuronNeurons=120, Layers=702025.10 | 1,603.99 | |
| LipDiffNeurons=100, Layers=402025.10 | 1,617.582 | |
| LipDiffNeurons=80, Layers=502025.10 | 1,625.415 |