Fair Conformal Prediction on Fitzpatrick
2.356EfficiencyBase
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BaseCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 2.356 | 15.1 | |
| FedCFCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 2.356 | 15.1 | |
| BaseCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 2.356 | 11.1 | |
| FedCFCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 2.356 | 11.1 | |
| Base federated conformal predictorNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.356 | 11.1 | |
| FedCFNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.356 | 11.1 | |
| Base federated conformal predictorNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.541 | 17.7 | |
| FedCFNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.541 | 17.7 | |
| BaseCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 2.543 | 17.7 | |
| BaseCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 2.565 | 16.3 | |
| FedCFCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 2.778 | 17.7 | |
| FedCFCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 2.793 | 16.3 | |
| BaseCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 2.837 | 29.1 | |
| Base federated conformal predictorNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.837 | 28.7 | |
| BaseCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 2.844 | 28.9 | |
| FedCFNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.256 | 16.7 | |
| FedCFCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 3.296 | 14.4 | |
| FedCFCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 3.347 | 11.4 | |
| BaseCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 3.496 | 17 | |
| BaseCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 3.498 | 16.6 | |
| Base federated conformal predictorNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.501 | 17.1 | |
| FedCFNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.524 | 15 | |
| FedCFCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.09 | 3.859 | 8.8 | |
| FedCFCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.09 | 3.867 | 8.7 |