Fair ranking on Large-scale fair ranking (test)
40.28NDCG@10RCML-Robust
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RCML-RobustDual state u=14.6091 ± 0.1905, Runtime (s)=8.29 ± 2.20, Admissible soft exposure gap=0.0152026.06 | 40.28 | 0.0115 | 0 | |
| Projected-ALMDual state u=31.5923 ± 0.1286, Runtime (s)=8.29 ± 1.76, Admissible soft exposure gap=0.0152026.06 | 40.02 | 0.012 | 0 | |
| StochBarrierDual state u=13.4958 ± 6.2623, Runtime (s)=8.94 ± 2.29, Admissible soft exposure gap=0.0152026.06 | 39.73 | 0.0145 | 5.66 | |
| Residual-IDual state u=15.8298 ± 0.1247, Runtime (s)=8.66 ± 2.27, Admissible soft exposure gap=0.0152026.06 | 39.71 | 0.0144 | 0 | |
| RCML-AdaptiveDual state u=19.9738 ± 0.1614, Runtime (s)=8.25 ± 2.72, Admissible soft exposure gap=0.0152026.06 | 39.62 | 0.0122 | 0 | |
| SGDA-SignedDual state u=1.3558 ± 0.0100, Runtime (s)=7.98 ± 1.54, Admissible soft exposure gap=0.0152026.06 | 39.48 | 0.0183 | 3.304 | |
| ERMDual state u=0.0000 ± 0.0000, Runtime (s)=7.64 ± 2.17, Admissible soft exposure gap=0.0152026.06 | 39.44 | 0.0189 | 3.901 | |
| SGDA-PositiveDual state u=1.3435 ± 0.0076, Runtime (s)=7.96 ± 1.61, Admissible soft exposure gap=0.0152026.06 | 39.44 | 0.0182 | 3.211 | |
| FairPenaltyDual state u=0.0000 ± 0.0000, Runtime (s)=8.67 ± 1.81, Admissible soft exposure gap=0.0152026.06 | 39.42 | 0.0171 | 2.126 |