Sentiment Analysis on Sent140 (test)
98AccuracyClust-PSI-PFL
Evaluation results
| Method | Links | |
|---|---|---|
| Clust-PSI-PFLPartition protocol=Similarity, S=0, K=1002025.12 | 98 | |
| Central ridge retrainProbe=Linear probing, Evaluation=Server model2026.03 | 82.91 | |
| Variant AProbe=Linear probing, Evaluation=Server model2026.03 | 82.91 | |
| Variant BProbe=Linear probing, Evaluation=Server model2026.03 | 82.91 | |
| FATSProbe=Linear probing, Evaluation=Server model2026.03 | 82.64 | |
| FedAvg retrainProbe=Linear probing, Evaluation=Server model2026.03 | 82.61 | |
| Exact-FunProbe=Linear probing, Evaluation=Server model2026.03 | 81.9 | |
| PPFEK=100, S=2, r=0.12026.02 | 76.43 | |
| FedPerK=100, S=2, r=0.12026.02 | 75.34 | |
| FedRepK=100, S=2, r=0.12026.02 | 74.46 | |
| FedAvg+FTK=100, S=2, r=0.12026.02 | 74.24 | |
| pFedBreD (mg)+AMModel Type=Personalized, Backbone=LSTM, AM=true2022.11 | 73.81 | |
| pFedBreD (mg)+AMModel Type=Global, Backbone=LSTM, AM=true2022.11 | 73.71 | |
| DittoK=100, S=2, r=0.12026.02 | 73.71 | |
| LG-FedAvgK=100, S=2, r=0.12026.02 | 73.64 | |
| FedBABUK=100, S=2, r=0.12026.02 | 72.99 | |
| FedAvgModel Type=Global, Backbone=LSTM2022.11 | 71.15 | |
| Local OnlyK=100, S=2, r=0.12026.02 | 71.13 | |
| CFLPartition protocol=Dirichlet, alpha=50, K=1002025.12 | 71 | |
| FedAMPModel Type=Personalized, Backbone=LSTM2022.11 | 69.4 | |
| FedAvgK=100, S=2, r=0.12026.02 | 65.21 |