Classification on Credit Card Fraud (test)
93.51AccuracySoftRankBALD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SoftRankBALDAL setup=100 + 10 x 102025.10 | 93.51 | — | |
| SoftRankEPIGAL setup=100 + 10 x 102025.10 | 93.51 | — | |
| ParBaLS EPIGAL Setup=20 + 10 x 202025.10 | 93.46 | — | |
| ParBaLS EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.46 | — | |
| ParBaLS-MAP EPIGAL Setup=20 + 10 x 202025.10 | 93.45 | — | |
| ParBaLS-MAP EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.45 | — | |
| SoftRankBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.43 | — | |
| GLISTERAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 93.42 | — | |
| ParBaLS EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 93.42 | — | |
| ParBaLS EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 93.34 | — | |
| ParBaLS EPIGAL setup=100 + 10 x 102025.10 | 93.34 | — | |
| ParBaLS-MAP EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 93.32 | — | |
| CoreSetinitial_labels=100, query_schedule=10 x 102025.10 | 93.32 | — | |
| GLISTERinitial_labels=100, query_schedule=10 x 102025.10 | 93.3 | — | |
| ParBaLS-MAP EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 93.3 | — | |
| ParBaLS-MAP EPIGAL setup=100 + 10 x 102025.10 | 93.3 | — | |
| CoreSetAL Setup=20 + 10 x 202025.10 | 93.28 | — | |
| BALDAL setup=100 + 10 x 102025.10 | 93.28 | — | |
| BatchBALDAL setup=100 + 10 x 102025.10 | 93.27 | — | |
| EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.26 | — | |
| SoftRankEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.23 | — | |
| BADGEAL Setup=20 + 10 x 202025.10 | 93.18 | — | |
| EPIGAL setup=100 + 10 x 102025.10 | 93.15 | — | |
| PowerBALDAL setup=100 + 10 x 102025.10 | 93.12 | — | |
| PowerBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.09 | — | |
| SoftmaxBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.08 | — | |
| BALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 93.07 | — | |
| CoreSetAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 93.05 | — | |
| SoftmaxEPIGAL setup=100 + 10 x 102025.10 | 92.92 | — | |
| BADGEinitial_labels=100, query_schedule=10 x 102025.10 | 92.88 | — | |
| RandomAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 92.84 | — | |
| Confidenceinitial_labels=100, query_schedule=10 x 102025.10 | 92.82 | — | |
| BADGEAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 92.77 | — | |
| SoftmaxEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 92.75 | — | |
| ConfidenceAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 92.71 | — | |
| SoftmaxBALDAL setup=100 + 10 x 102025.10 | 92.69 | — | |
| PowerEPIGAL setup=100 + 10 x 102025.10 | 92.6 | — | |
| GALAXYAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 92.49 | — | |
| GALAXYAL Setup=20 + 10 x 202025.10 | 92.44 | — | |
| Randominitial_labels=100, query_schedule=10 x 102025.10 | 92.44 | — | |
| RandomAL Setup=20 + 10 x 202025.10 | 92.41 | — | |
| GLISTERAL Setup=20 + 10 x 202025.10 | 92.4 | — | |
| PowerEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 92.36 | — | |
| ConfidenceAL Setup=20 + 10 x 202025.10 | 92.22 | — | |
| GALAXYinitial_labels=100, query_schedule=10 x 102025.10 | 92.15 | — | |
| all-featCategory=Non-causal2026.06 | — | 99.9 | |
| borutaCategory=Non-causal2026.06 | — | 99.89 | |
| causal-obsCategory=Causal-observation2026.06 | — | 99.88 | |
| causal-skCategory=Causal-interventional2026.06 | — | 99.91 | |
| chi-sqCategory=Non-causal2026.06 | — | 99.9 | |
| miCategory=Non-causal2026.06 | — | 99.89 | |
| MMMBCategory=Causal-observation2026.06 | — | 99.9 | |
| spearmanCategory=Non-causal2026.06 | — | 99.9 | |
| STMBCategory=Causal-observation2026.06 | — | 99.9 |