Learning Convex Surrogate Functions on simplex_logistic d=10
0.4Test Relative ErrorPCF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PCFParams=7532026.04 | 0.4 | 0.206 | 0.442 | 235.1 | 4.26 | |
| DCPParams=12452026.04 | 1.2 | 0.334 | 0.6 | 462.5 | 11.98 | |
| SoftplusParams=263712026.04 | 1.3 | 0.388 | 0.61 | 114.3 | 2.61 | |
| ReLUParams=263712026.04 | 2.8 | 0.171 | 0.428 | 114.1 | 2.63 | |
| QuadParams=215862026.04 | 6.9 | 0.139 | 0.41 | 99.5 | 2.89 | |
| NormParams=217772026.04 | 7.8 | 0.202 | 0.444 | 126.2 | 3.08 | |
| SOCParams=219682026.04 | 17 | 0.184 | 0.433 | 118.2 | 3.25 |