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ResearchFormerly WizWand

Fairness-aware Conformal Prediction on Fitzpatrick

5.293EfficiencyFedCF
2.238523.031513.82454.61749Sep 26, 2025
Updated 5mo ago

Evaluation results

MethodLinks
FedCFCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.095.2938.3
FedCFCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.095.2148.9
FedCFCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.094.6849.9
FedCFCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.094.56410.2
FedCFCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.094.14915.3
FedCFCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.094.1417.7
FedCFCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.8678.7
FedCFCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.8598.8
FedCFCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.64710.3
FedCFCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.64710.9
FedCFCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.52814.6
FedCFNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.5280.146
FedCFCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.52415
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.50216.6
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.50217.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.50117.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.516.6
Base federated conformal predictorNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.50.166
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.49816.6
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=8, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.49617
FedCFCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.34711.4
FedCFCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.29614.4
FedCFCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.093.2616.4
FedCFNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.260.164
FedCFCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.093.25616.7
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.84429.3
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.84428.9
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.84429.3
Base federated conformal predictorNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.8440.293
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.83728.7
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=4, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.83729.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=4, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.83728.7
FedCFCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.79316.3
FedCFCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.77817.7
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.56516.3
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.56516.3
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.54317.7
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.54317.7
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.54116.1
FedCFCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.54116.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.54117.7
FedCFCloseness criterion (c)=0.2, Number of clients=2, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.54117.7
Base federated conformal predictorNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.5410.161
FedCFNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.5410.161
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.35615.1
Base Federated Conformal PredictorCloseness criterion (c)=0.1, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.35611.1
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.35615.1
FedCFCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.35615.1
Base Federated Conformal PredictorCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.35611.1
FedCFCloseness criterion (c)=0.15, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.35611.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.35615.1
FedCFCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Demographic Parity, Procedure=RAPS2025.092.35615.1
Base Federated Conformal PredictorCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.35611.1
FedCFCloseness criterion (c)=0.2, Number of clients=1, Fairness Constraint=Predictive Equality, Procedure=RAPS2025.092.35611.1
Base federated conformal predictorNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.3560.151
FedCFNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.3560.151