Fairness-aware Classification on Law School
88.23AccuracyFedNolowe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedNoloweUnreliable Clients (%)=60%, Fairness Metric=|SPD|2026.05 | 88.23 | 0.2574 | — | |
| FedNoloweUnreliable Clients (%)=60%, Fairness Metric=|EOD|2026.05 | 88.22 | — | 0.1768 | |
| FedASLUnreliable Clients (%)=60%, Fairness Metric=|SPD|2026.05 | 87.94 | 0.4948 | — | |
| FedNoloweUnreliable Clients (%)=40%, Fairness Metric=|SPD|2026.05 | 87.89 | 0.1534 | — | |
| FedASLUnreliable Clients (%)=60%, Fairness Metric=|EOD|2026.05 | 87.86 | — | 0.3735 | |
| FedNoloweUnreliable Clients (%)=40%, Fairness Metric=|EOD|2026.05 | 87.61 | — | 0.1048 | |
| FedNoloweUnreliable Clients (%)=20%, Fairness Metric=|SPD|2026.05 | 86.57 | 0.0867 | — | |
| FedASLUnreliable Clients (%)=40%, Fairness Metric=|SPD|2026.05 | 85.77 | 0.0567 | — | |
| FedNoloweUnreliable Clients (%)=20%, Fairness Metric=|EOD|2026.05 | 85.24 | — | 0.0427 | |
| FedASLUnreliable Clients (%)=20%, Fairness Metric=|SPD|2026.05 | 85.2 | 0.0397 | — | |
| OursUnreliable Clients (%)=40%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | 85.07 | 0.0382 | — | |
| OursUnreliable Clients (%)=60%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | 84.72 | 0.0403 | — | |
| OursUnreliable Clients (%)=20%, Fairness Metric=|SPD|, Adaptive ρs schedule=true2026.05 | 84.52 | 0.0369 | — | |
| FedASLUnreliable Clients (%)=40%, Fairness Metric=|EOD|2026.05 | 83.92 | — | 0.0188 | |
| FedASLUnreliable Clients (%)=20%, Fairness Metric=|EOD|2026.05 | 82.48 | — | 0.015 | |
| OursUnreliable Clients (%)=40%, Fairness Metric=|EOD|, Adaptive ρs schedule=true2026.05 | 81.84 | — | 0.0174 | |
| OursUnreliable Clients (%)=60%, Fairness Metric=|EOD|, Adaptive ρs schedule=true2026.05 | 81.54 | — | 0.0255 | |
| OursUnreliable Clients (%)=20%, Fairness Metric=|EOD|, Adaptive ρs schedule=true2026.05 | 81.32 | — | 0.012 |