Federated Open-Set Active Learning on FedEMBED R = 10 (test)
100ID PurityUpperB.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UpperB.AL Acquisition Strategy=Random2026.03 | 100 | 60.8 | |
| UpperB.AL Acquisition Strategy=Entropy2026.03 | 100 | 59.9 | |
| UpperB.AL Acquisition Strategy=FEAL2026.03 | 100 | 43.4 | |
| UpperB.AL Acquisition Strategy=PAL2026.03 | 100 | 57.5 | |
| UpperB.AL Acquisition Strategy=LfOSA2026.03 | 100 | 58.6 | |
| UpperB.AL Acquisition Strategy=OpenPath*2026.03 | 100 | 60.2 | |
| UpperB.AL Acquisition Strategy=Avg2026.03 | 100 | 56.7 | |
| PromptGate (Mixed)AL Acquisition Strategy=OpenPath*2026.03 | 96 | 60.6 | |
| PromptGate (Global)AL Acquisition Strategy=OpenPath*2026.03 | 95.9 | 60.6 | |
| PromptGate (Local)AL Acquisition Strategy=OpenPath*2026.03 | 95.8 | 60.2 | |
| ColdstartAL Acquisition Strategy=OpenPath*2026.03 | 95.1 | 60.8 | |
| BaselineAL Acquisition Strategy=OpenPath*2026.03 | 95 | 60.5 | |
| PromptGate (Mixed)AL Acquisition Strategy=Random2026.03 | 93.1 | 60.6 | |
| PromptGate (Local)AL Acquisition Strategy=Random2026.03 | 93.1 | 60.2 | |
| PromptGate (Global)AL Acquisition Strategy=LfOSA2026.03 | 92.7 | 58.8 | |
| PromptGate (Local)AL Acquisition Strategy=LfOSA2026.03 | 92.7 | 58.6 | |
| PromptGate (Global)AL Acquisition Strategy=Random2026.03 | 92.6 | 60.5 | |
| PromptGate (Mixed)AL Acquisition Strategy=LfOSA2026.03 | 92.6 | 59 | |
| BaselineAL Acquisition Strategy=LfOSA2026.03 | 92.4 | 58.7 | |
| ColdstartAL Acquisition Strategy=LfOSA2026.03 | 91.4 | 58.9 | |
| PromptGate (Local)AL Acquisition Strategy=Avg2026.03 | 90.7 | 56.6 | |
| PromptGate (Mixed)AL Acquisition Strategy=Avg2026.03 | 90.5 | 56.8 | |
| PromptGate (Global)AL Acquisition Strategy=Avg2026.03 | 90.3 | 56.6 | |
| BaselineAL Acquisition Strategy=Random2026.03 | 89.9 | 59.9 | |
| ColdstartAL Acquisition Strategy=Random2026.03 | 89.6 | 60 | |
| PromptGate (Local)AL Acquisition Strategy=PAL2026.03 | 89.2 | 58.2 | |
| PromptGate (Mixed)AL Acquisition Strategy=PAL2026.03 | 88.8 | 58.1 | |
| PromptGate (Global)AL Acquisition Strategy=PAL2026.03 | 88.5 | 57.6 | |
| BaselineAL Acquisition Strategy=Avg2026.03 | 88 | 56.4 | |
| ColdstartAL Acquisition Strategy=Avg2026.03 | 87.9 | 56.6 | |
| BaselineAL Acquisition Strategy=PAL2026.03 | 87.7 | 57.7 | |
| ColdstartAL Acquisition Strategy=PAL2026.03 | 87.5 | 58 | |
| PromptGate (Local)AL Acquisition Strategy=FEAL2026.03 | 87.4 | 42.9 | |
| PromptGate (Mixed)AL Acquisition Strategy=FEAL2026.03 | 87 | 43.1 | |
| PromptGate (Global)AL Acquisition Strategy=FEAL2026.03 | 86.8 | 42.5 | |
| PromptGate (Local)AL Acquisition Strategy=Entropy2026.03 | 85.8 | 59.5 | |
| PromptGate (Mixed)AL Acquisition Strategy=Entropy2026.03 | 85.7 | 59.4 | |
| PromptGate (Global)AL Acquisition Strategy=Entropy2026.03 | 85.2 | 59.3 | |
| BaselineAL Acquisition Strategy=FEAL2026.03 | 82.8 | 42.5 | |
| ColdstartAL Acquisition Strategy=FEAL2026.03 | 82.6 | 42.5 | |
| ColdstartAL Acquisition Strategy=Entropy2026.03 | 80.9 | 59.2 | |
| BaselineAL Acquisition Strategy=Entropy2026.03 | 80.2 | 59.2 |