Fairness-aware Conformal Prediction on Fitzpatrick
5.293EfficiencyFedCF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedCFCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 5.293 | 8.3 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 5.214 | 8.9 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 4.684 | 9.9 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 4.564 | 10.2 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 4.149 | 15.3 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 4.14 | 17.7 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.867 | 8.7 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.859 | 8.8 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.647 | 10.3 | |
| FedCFCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.647 | 10.9 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.528 | 14.6 | |
| FedCFNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.528 | 0.146 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.524 | 15 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.502 | 16.6 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.502 | 17.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.501 | 17.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.5 | 16.6 | |
| Base federated conformal predictorNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.5 | 0.166 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.498 | 16.6 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.496 | 17 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.347 | 11.4 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.296 | 14.4 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 3.26 | 16.4 | |
| FedCFNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 3.26 | 0.164 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 3.256 | 16.7 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.844 | 29.3 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.844 | 28.9 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.844 | 29.3 | |
| Base federated conformal predictorNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.844 | 0.293 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.837 | 28.7 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.837 | 29.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.837 | 28.7 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.793 | 16.3 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.778 | 17.7 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.565 | 16.3 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.565 | 16.3 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.543 | 17.7 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.543 | 17.7 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.541 | 16.1 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.541 | 16.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.541 | 17.7 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.541 | 17.7 | |
| Base federated conformal predictorNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.541 | 0.161 | |
| FedCFNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.541 | 0.161 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.356 | 15.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.356 | 11.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.356 | 15.1 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.356 | 15.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.356 | 11.1 | |
| FedCFCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.356 | 11.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.356 | 15.1 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.09 | 2.356 | 15.1 | |
| Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.09 | 2.356 | 11.1 | |
| FedCFCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=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 | 0.151 | |
| FedCFNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.09 | 2.356 | 0.151 |