Image Classification Accuracy on CIFAR100 (test)
66.82AccuracyBESplit-G
Evaluation results
| Method | Links | |
|---|---|---|
| BESplit-Gkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 66.82 | |
| FedRDNkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 64.93 | |
| PGFedSplitbeta=0.12026.05 | 64.41 | |
| FAVDkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 64.3 | |
| BESplit-Akappa=0.5, SFL Setting=n=1000, k=2002026.05 | 64.23 | |
| Fed-MoEkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 63.89 | |
| BESplit-Gkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 63.7 | |
| FedPACbeta=0.12026.05 | 63.13 | |
| MergeSFLkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 62.86 | |
| FedDynkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 62.32 | |
| BESplit-Akappa=0.1, SFL Setting=n=1000, k=2002026.05 | 62.2 | |
| FedRDNkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 61.75 | |
| HASFLkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 61.66 | |
| FAVDkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 61.25 | |
| ParallelSFLkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 61.1 | |
| MergeSFLkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 60.8 | |
| ParallelSFLkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 60.5 | |
| FedProxkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 60.25 | |
| Fed-MoEkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 60.17 | |
| HASFLkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 60.14 | |
| FedAvgkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 59.8 | |
| FedProxkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 58.99 | |
| SplitFedkappa=0.5, SFL Setting=n=1000, k=2002026.05 | 58.86 | |
| FedDynkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 58.25 | |
| FedAvgkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 57.97 | |
| SplitFedkappa=0.1, SFL Setting=n=1000, k=2002026.05 | 57.96 | |
| FedAvg+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 54.42 | |
| FedALAbeta=0.12026.05 | 54.41 | |
| FedProx+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 54.33 | |
| FedBABUbeta=0.12026.05 | 50.89 | |
| FedRepbeta=0.12026.05 | 48.56 | |
| FedAMPbeta=0.12026.05 | 46.84 | |
| Localbeta=0.12026.05 | 46.72 | |
| FedPerbeta=0.12026.05 | 46.28 | |
| FedGHbeta=0.12026.05 | 45.99 | |
| PGFedSplitK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 45.13 | |
| FedFomobeta=0.12026.05 | 44.41 | |
| FedALAK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 43.83 | |
| PGFedSplitbeta=12026.05 | 43.17 | |
| COSMOSDirichlet heterogeneity alpha=1, Evaluation stage=Final-round2026.05 | 43.1 | |
| COMETDirichlet heterogeneity alpha=1, Evaluation stage=Final-round2026.05 | 42 | |
| FedPACbeta=12026.05 | 41.82 | |
| FedPACK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 41.23 | |
| FedAvg+FTK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=true2026.05 | 40.82 | |
| FedProx+FTK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=true2026.05 | 40.76 | |
| FedAMPK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 40.48 | |
| FedBABUK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 40.46 | |
| LocalK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 40.3 | |
| FedPerK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 40.18 | |
| FedRepK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 39.69 | |
| FedCTDirichlet heterogeneity alpha=1, Evaluation stage=Final-round2026.05 | 39.3 | |
| FedFomoK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 37.82 | |
| FedGHK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 35.35 | |
| FedALAbeta=12026.05 | 34.76 | |
| FedProx+FTbeta=1, protocol=Fine-Tuning2026.05 | 33.87 | |
| FedAvg+FTbeta=1, protocol=Fine-Tuning2026.05 | 33.86 | |
| FedProxbeta=12026.05 | 30.61 | |
| FedBABUbeta=12026.05 | 30.57 | |
| FedAvgbeta=12026.05 | 30.56 | |
| FedMDDirichlet heterogeneity alpha=1, Evaluation stage=Final-round2026.05 | 29.4 | |
| FedProxbeta=0.12026.05 | 27.43 | |
| FedAvgbeta=0.12026.05 | 27.38 | |
| LAMPSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 23.11 | |
| ERKSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 22.69 | |
| GlobalSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 21.69 | |
| FedPerbeta=12026.05 | 21.17 | |
| FedRepbeta=12026.05 | 20.51 | |
| Localbeta=12026.05 | 19.25 | |
| FedGHbeta=12026.05 | 19.17 | |
| FedAMPbeta=12026.05 | 19.1 | |
| FedProxK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 17.96 | |
| Raw ShiftSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 17.95 | |
| FedFomobeta=12026.05 | 17.88 | |
| FedAvgK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | 17.88 | |
| Repair ResidualSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 16.05 | |
| UniformSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 12.59 | |
| RRSparsity=85%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 10.43 | |
| RRSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 6.07 | |
| ERKSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 6.04 | |
| GlobalSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 6 | |
| LAMPSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 5.27 | |
| UniformSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 4.66 | |
| Raw ShiftSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 4.57 | |
| GlobalSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 3.08 | |
| ERKSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 3.02 | |
| Repair ResidualSparsity=90%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.84 | |
| UniformSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.66 | |
| Repair ResidualSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.63 | |
| RRSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.5 | |
| Raw ShiftSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.3 | |
| LAMPSparsity=92.5%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 2.2 | |
| RRSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.75 | |
| GlobalSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.38 | |
| ERKSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.31 | |
| Raw ShiftSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.14 | |
| Repair ResidualSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.14 | |
| UniformSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.09 | |
| LAMPSparsity=95%, Backbone=VGG16-BN, Repair Method=CR+BN2026.05 | 1.02 |