Image Classification on CINIC-10
70AccuracySecureSplit
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SecureSplitAttack=BadVFL attack2026.01 | 70 | — | — | — | — | |
| VFLIPAttack=Adaptive attack2026.01 | 69 | — | — | — | — | |
| SecureSplitAttack=VILLAIN attack2026.01 | 67 | — | — | — | — | |
| No defenseAttack=BadVFL attack2026.01 | 67 | — | — | — | — | |
| MPAttack=BadVFL attack2026.01 | 67 | — | — | — | — | |
| SecureSplitAttack=Adaptive attack2026.01 | 67 | — | — | — | — | |
| DPAttack=Fu attack2026.01 | 66 | — | — | — | — | |
| SecureSplitAttack=Fu attack2026.01 | 66 | — | — | — | — | |
| DPAttack=BadVFL attack2026.01 | 66 | — | — | — | — | |
| SecureSplitAttack=He attack2026.01 | 66 | — | — | — | — | |
| No defenseAttack=Adaptive attack2026.01 | 65 | — | — | — | — | |
| No defenseAttack=VILLAIN attack2026.01 | 65 | — | — | — | — | |
| DPAttack=Adaptive attack2026.01 | 65 | — | — | — | — | |
| ANPAttack=Adaptive attack2026.01 | 65 | — | — | — | — | |
| HDBSCANAttack=VILLAIN attack2026.01 | 65 | — | — | — | — | |
| MPAttack=Adaptive attack2026.01 | 64 | — | — | — | — | |
| HDBSCANAttack=Adaptive attack2026.01 | 64 | — | — | — | — | |
| ANPAttack=VILLAIN attack2026.01 | 64 | — | — | — | — | |
| HDBSCANAttack=Fu attack2026.01 | 64 | — | — | — | — | |
| HDBSCANAttack=BadVFL attack2026.01 | 64 | — | — | — | — | |
| ANPAttack=BadVFL attack2026.01 | 64 | — | — | — | — | |
| DPAttack=He attack2026.01 | 64 | — | — | — | — | |
| TrMeanAttack=Adaptive attack2026.01 | 63 | — | — | — | — | |
| No defenseAttack=He attack2026.01 | 63 | — | — | — | — | |
| DPAttack=VILLAIN attack2026.01 | 63 | — | — | — | — | |
| MPAttack=Fu attack2026.01 | 63 | — | — | — | — | |
| VFLIPAttack=BadVFL attack2026.01 | 63 | — | — | — | — | |
| HDBSCANAttack=He attack2026.01 | 63 | — | — | — | — | |
| No defenseAttack=Fu attack2026.01 | 62 | — | — | — | — | |
| ANPAttack=Fu attack2026.01 | 62 | — | — | — | — | |
| ANPAttack=He attack2026.01 | 62 | — | — | — | — | |
| Multi-KrumAttack=Adaptive attack2026.01 | 62 | — | — | — | — | |
| TrMeanAttack=He attack2026.01 | 61 | — | — | — | — | |
| MPAttack=VILLAIN attack2026.01 | 60 | — | — | — | — | |
| TrMeanAttack=BadVFL attack2026.01 | 60 | — | — | — | — | |
| MPAttack=He attack2026.01 | 60 | — | — | — | — | |
| VFLIPAttack=He attack2026.01 | 60 | — | — | — | — | |
| VFLIPAttack=VILLAIN attack2026.01 | 58 | — | — | — | — | |
| VFLIPAttack=Fu attack2026.01 | 58 | — | — | — | — | |
| TrMeanAttack=Fu attack2026.01 | 57 | — | — | — | — | |
| Multi-KrumAttack=He attack2026.01 | 57 | — | — | — | — | |
| TrMeanAttack=VILLAIN attack2026.01 | 55 | — | — | — | — | |
| Multi-KrumAttack=Fu attack2026.01 | 55 | — | — | — | — | |
| Multi-KrumAttack=BadVFL attack2026.01 | 52 | — | — | — | — | |
| Multi-KrumAttack=VILLAIN attack2026.01 | 49 | — | — | — | — | |
| FedNTDNIID Partition Strategy=Sharding2021.06 | 48.07 | — | — | — | — | |
| FedNTDNIID Partition Strategy=LDA2021.06 | 46.24 | — | — | — | — | |
| SCAFFOLDNIID Partition Strategy=Sharding2021.06 | 42.66 | — | — | — | — | |
| FedNovaNIID Partition Strategy=Sharding2021.06 | 42.55 | — | — | — | — | |
| FedProxNIID Partition Strategy=Sharding2021.06 | 41.47 | — | — | — | — | |
| FedCurvNIID Partition Strategy=Sharding2021.06 | 40.45 | — | — | — | — | |
| FedAvgNIID Partition Strategy=Sharding2021.06 | 39.64 | — | — | — | — | |
| FedProxNIID Partition Strategy=LDA2021.06 | 39.47 | — | — | — | — | |
| FedAvgNIID Partition Strategy=LDA2021.06 | 38.14 | — | — | — | — | |
| MOONNIID Partition Strategy=LDA2021.06 | 37.92 | — | — | — | — | |
| MOONNIID Partition Strategy=Sharding2021.06 | 37.07 | — | — | — | — | |
| FedCurvNIID Partition Strategy=LDA2021.06 | 36.69 | — | — | — | — | |
| FedNovaNIID Partition Strategy=LDA2021.06 | 30.44 | — | — | — | — | |
| SCAFFOLDNIID Partition Strategy=LDA2021.06 | 28.78 | — | — | — | — | |
| FedAvgClient-side Computation=Local training, Communication=Model param, Server-side Computation=Aggregation2025.06 | — | — | — | -4.7848 | -4.7382 | |
| FedOptClient-side Computation=Local training, Proximal term, Communication=Model param, Proximal term, Server-side Computation=Aggregation, Model optimization2025.06 | — | — | — | -4.7781 | -4.7206 | |
| FedProxClient-side Computation=Local training, Proximal term, Communication=Model param, Server-side Computation=Aggregation2025.06 | — | — | — | -4.7539 | -4.68 | |
| FedRefClient-side Computation=Local training, Communication=Model param, Cost value, Server-side Computation=Aggregation, Bayesian fine-tuning2025.06 | — | — | — | -4.8556 | -4.8507 |