Text Classification on IMDB (test) (Acc. & MIA Acc.)
79.68AccuracyMin. Leakage
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Min. LeakageBackbone=DistilBERT2026.02 | 79.68 | 55.58 | |
| FedAvgBackbone=DistilBERT2026.02 | 79.6 | 68.21 | |
| ERISBackbone=DistilBERT2026.02 | 79.07 | 56.31 | |
| ShatterBackbone=DistilBERT2026.02 | 76.94 | 57.41 | |
| PriPruneBackbone=DistilBERT, pruning rate (p)=0.12026.02 | 74.15 | 66.36 | |
| Min. LeakageBackbone=DistilBERT2026.02 | 68.88 | 68.85 | |
| FedAvgBackbone=DistilBERT2026.02 | 68.02 | 72.34 | |
| ERISBackbone=DistilBERT2026.02 | 67.49 | 66.95 | |
| PriPruneBackbone=DistilBERT, pruning rate (p)=0.22026.02 | 66.3 | 63.61 | |
| ShatterBackbone=DistilBERT2026.02 | 62.16 | 68.26 | |
| PriPruneBackbone=DistilBERT, pruning rate (p)=0.32026.02 | 60.32 | 60.54 | |
| PriPruneBackbone=DistilBERT, Pruning rate (p)=0.12026.02 | 57.01 | 70.48 | |
| SoteriaFLBackbone=DistilBERT, epsilon=102026.02 | 54.24 | 51.25 | |
| PriPruneBackbone=DistilBERT, Pruning rate (p)=0.32026.02 | 54.03 | 63.04 | |
| FedAvg-LDPBackbone=DistilBERT, epsilon=102026.02 | 53.97 | 50.55 | |
| FedAvg (ε, δ)-LDPBackbone=DistilBERT, Privacy budget (epsilon)=102026.02 | 53.79 | 52 | |
| SoteriaFL (ε, δ)Backbone=DistilBERT, Privacy budget (epsilon)=102026.02 | 53.75 | 52.7 | |
| PriPruneBackbone=DistilBERT, Pruning rate (p)=0.22026.02 | 53.64 | 67.52 |