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ResearchFormerly WizWand

Fair Conformal Prediction on Fitzpatrick

2.356EfficiencyBase
2.295562.703533.11153.51947Sep 26, 2025
Updated 5mo ago

Evaluation results

MethodLinks
BaseCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.092.35615.1
FedCFCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.092.35615.1
BaseCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.092.35611.1
FedCFCloseness criterion (c)=0.15, Clients=1, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.092.35611.1
Base federated conformal predictorNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.35611.1
FedCFNumber of clients (K)=1, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.35611.1
Base federated conformal predictorNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.54117.7
FedCFNumber of clients (K)=2, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.54117.7
BaseCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.092.54317.7
BaseCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.092.56516.3
FedCFCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.092.77817.7
FedCFCloseness criterion (c)=0.15, Clients=2, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.092.79316.3
BaseCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.092.83729.1
Base federated conformal predictorNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.092.83728.7
BaseCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.092.84428.9
FedCFNumber of clients (K)=4, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.25616.7
FedCFCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.093.29614.4
FedCFCloseness criterion (c)=0.15, Clients=4, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.093.34711.4
BaseCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.093.49617
BaseCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.093.49816.6
Base federated conformal predictorNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.50117.1
FedCFNumber of clients (K)=8, Closeness criterion (c)=0.2, Conformal method=RAPS2025.093.52415
FedCFCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Demographic Parity, Algorithm=RAPS2025.093.8598.8
FedCFCloseness criterion (c)=0.15, Clients=8, Fairness Metric=Predictive Equality, Algorithm=RAPS2025.093.8678.7