Data Imputation on PhysioNet (test)
0.9339RMSEFed-FeatGen
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fed-FeatGenParadigm=Federated2026.05 | 0.9339 | 0.0181 | |
| FedHF-ImputeParadigm=Federated2026.05 | 0.9363 | 0.0367 | |
| DAEParadigm=Centralized2026.05 | 0.95 | 0.0268 | |
| VFL-KNN-ImputeParadigm=Federated2026.05 | 0.9662 | 0.0329 | |
| FED-DAEParadigm=Federated2026.05 | 0.9718 | 0.0228 | |
| TransformerParadigm=Centralized2026.05 | 0.9824 | 0.0186 | |
| Fed-MeanParadigm=Federated2026.05 | 0.9927 | 0.0194 | |
| GAINParadigm=Centralized2026.05 | 1.0295 | 0.024 | |
| Fed-TransformerParadigm=Federated2026.05 | 1.0367 | 0.0124 | |
| MICEParadigm=Centralized2026.05 | 1.1821 | 0.4247 |