Binary Classification on DAiSEE
26.4F1 Score (%)FedAdam
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedAdamLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 26.4 | 1.2 | 16 | 79.6 | |
| FedAvgLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 26.2 | 1 | 16.3 | 67.3 | |
| MOONLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 26.2 | 1 | 15.2 | 94.1 | |
| Centralized LearningLearning Strategy=Centralized, Backbone=bi-LSTM2026.02 | 25.7 | 0.5 | 16.3 | 61.6 | |
| FedProxLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 25.6 | 0.4 | 15.9 | 67.2 | |
| Centralized LearningLearning Strategy=Centralized, Backbone=Bagging2026.02 | 25.3 | 0.1 | 16.6 | 52.5 | |
| TurboSVMLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 25.2 | 0 | 15.6 | 66.5 | |
| FedAwSLearning Strategy=Federated, Backbone=bi-LSTM2026.02 | 25 | -0.2 | 15.7 | 62.8 |