Classification on FPRM
100AccuracyREMIND
Evaluation results
| Method | Links | |
|---|---|---|
| REMINDModality Availability=M1, M3, M4, Tail=true2026.02 | 100 | |
| REMINDModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 93.8 | |
| TransModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 89 | |
| REMINDModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 86.2 | |
| ReweighModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 86.1 | |
| REMINDModality Availability=M1, M2, Tail=true2026.02 | 85.5 | |
| FuseMoEModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 85.2 | |
| GroupDROModality Availability=M1, M2, Tail=true2026.02 | 84.8 | |
| FlexMoEModality Availability=M1, M2, Tail=true2026.02 | 84.3 | |
| FairBatchModality Availability=M1, M2, Tail=true2026.02 | 84.3 | |
| GroupDROModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 84.2 | |
| FuseMoEModality Availability=M1, M2, Tail=true2026.02 | 84 | |
| REMINDModality Availability=Entire Dataset, Tail=false2026.02 | 83.8 | |
| FairMixupModality Availability=M1, M2, Tail=true2026.02 | 83.6 | |
| GroupDROModality Availability=M1, M3, M4, Tail=true2026.02 | 83.3 | |
| ReweighModality Availability=M1, M2, Tail=true2026.02 | 83.2 | |
| FairBatchModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 82.9 | |
| REMINDModality Availability=M2, M3, Tail=false2026.02 | 82.5 | |
| FlexMoEModality Availability=M2, M3, Tail=false2026.02 | 82.3 | |
| GroupDROModality Availability=M2, M3, Tail=false2026.02 | 82.2 | |
| TransModality Availability=M1, M2, Tail=true2026.02 | 82.1 | |
| FairBatchModality Availability=M2, M3, Tail=false2026.02 | 82 | |
| FuseMoEModality Availability=M2, M3, Tail=false2026.02 | 81.5 | |
| FuseMoEModality Availability=Entire Dataset, Tail=false2026.02 | 81.5 | |
| TransModality Availability=M2, M3, Tail=false2026.02 | 81.4 | |
| ReweighModality Availability=M2, M3, Tail=false2026.02 | 81.4 | |
| FairBatchModality Availability=Entire Dataset, Tail=false2026.02 | 81.4 | |
| GroupDROModality Availability=Entire Dataset, Tail=false2026.02 | 81.2 | |
| TransModality Availability=Entire Dataset, Tail=false2026.02 | 81 | |
| FlexMoEModality Availability=Entire Dataset, Tail=false2026.02 | 80.9 | |
| ReweighModality Availability=Entire Dataset, Tail=false2026.02 | 80.8 | |
| FuseMoEModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 79.7 | |
| FairMixupModality Availability=M2, M3, Tail=false2026.02 | 78.8 | |
| FairMixupModality Availability=M1, M3, M4, Tail=true2026.02 | 78.3 | |
| FairMixupModality Availability=Entire Dataset, Tail=false2026.02 | 78.2 | |
| TransModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 77.6 | |
| FairBatchModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 77 | |
| FairMixupModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 76.8 | |
| ReweighModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 76 | |
| FlexMoEModality Availability=M1, M3, M4, Tail=true2026.02 | 75 | |
| FairBatchModality Availability=M1, M3, M4, Tail=true2026.02 | 75 | |
| FlexMoEModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 74.8 | |
| FlexMoEModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 74.8 | |
| GroupDROModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 73.2 | |
| FairMixupModality Availability=M1, M2, M3, M4, Tail=true2026.02 | 71.1 | |
| TransModality Availability=M1, M3, M4, Tail=true2026.02 | 66.7 | |
| FuseMoEModality Availability=M1, M3, M4, Tail=true2026.02 | 66.7 | |
| ReweighModality Availability=M1, M3, M4, Tail=true2026.02 | 66.7 |