Engagement Detection on DAiSEE 2016 (test)
0.616F1 (weighted)non-FL bagging bootstrap
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| non-FL bagging bootstrapLearning Setting=Non-Federated, Model=Bagging Bootstrap2026.02 | 0.616 | 0.549 | 0.553 | |
| non-FL bi-LSTMLearning Setting=Non-Federated, Model=bi-LSTM2026.02 | 0.549 | 0.482 | 0.544 | |
| FedAwSLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.523 | 0.457 | 0.541 | |
| FedAvgLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.511 | 0.447 | 0.549 | |
| TurboSVMLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.494 | 0.429 | 0.526 | |
| FedProxLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.493 | 0.435 | 0.555 | |
| FedAdamLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.38 | 0.357 | 0.561 | |
| MOONLearning Setting=Federated, Model=bi-LSTM2026.02 | 0.199 | 0.23 | 0.559 |