Learning Convex Surrogate Functions on box_logsumexp d=10
0.032Test Relative ErrorPCF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PCFParams=7532026.04 | 0.032 | 0.057 | 0.288 | 237.4 | 1.68 | |
| DCPParams=12452026.04 | 0.058 | 0.089 | 0.423 | 461.3 | 9.6 | |
| ReLUParams=263712026.04 | 0.072 | 0.358 | 0.724 | 114 | 0.81 | |
| NormParams=217772026.04 | 0.078 | 0.293 | 0.567 | 123.2 | 1.3 | |
| SOCParams=219682026.04 | 0.081 | 0.299 | 0.574 | 84.7 | 1.55 | |
| QuadParams=215862026.04 | 0.096 | 0.261 | 0.517 | 111.7 | 1.07 | |
| SoftplusParams=263712026.04 | 0.115 | 0.522 | 0.979 | 114.1 | 0.81 |