Federated Open-Set Active Learning on FedISIC R = 5 (test)
100ID PurityUpperB.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UpperB.AL Acquisition Strategy=Random2026.03 | 100 | 63.2 | |
| UpperB.AL Acquisition Strategy=Entropy2026.03 | 100 | 67.2 | |
| UpperB.AL Acquisition Strategy=FEAL2026.03 | 100 | 53.5 | |
| UpperB.AL Acquisition Strategy=PAL2026.03 | 100 | 62.9 | |
| UpperB.AL Acquisition Strategy=LfOSA2026.03 | 100 | 64.3 | |
| UpperB.AL Acquisition Strategy=OpenPath*2026.03 | 100 | 60.2 | |
| UpperB.AL Acquisition Strategy=Avg2026.03 | 100 | 61.9 | |
| PromptGate (Local)AL Acquisition Strategy=Entropy2026.03 | 99.5 | 64.2 | |
| PromptGate (Local)AL Acquisition Strategy=LfOSA2026.03 | 99.2 | 60 | |
| PromptGate (Global)AL Acquisition Strategy=Entropy2026.03 | 99 | 63.7 | |
| PromptGate (Global)AL Acquisition Strategy=LfOSA2026.03 | 99 | 58.3 | |
| PromptGate (Mixed)AL Acquisition Strategy=Entropy2026.03 | 98.9 | 66.1 | |
| PromptGate (Global)AL Acquisition Strategy=FEAL2026.03 | 98.9 | 58.5 | |
| PromptGate (Local)AL Acquisition Strategy=FEAL2026.03 | 98.8 | 60.1 | |
| PromptGate (Mixed)AL Acquisition Strategy=FEAL2026.03 | 98.7 | 57.2 | |
| PromptGate (Mixed)AL Acquisition Strategy=PAL2026.03 | 98.7 | 50.4 | |
| PromptGate (Global)AL Acquisition Strategy=PAL2026.03 | 98.7 | 53.1 | |
| PromptGate (Local)AL Acquisition Strategy=PAL2026.03 | 98.7 | 50.2 | |
| PromptGate (Mixed)AL Acquisition Strategy=LfOSA2026.03 | 98.6 | 54.9 | |
| PromptGate (Local)AL Acquisition Strategy=Random2026.03 | 98.2 | 65.3 | |
| PromptGate (Global)AL Acquisition Strategy=Random2026.03 | 98.1 | 59.8 | |
| PromptGate (Mixed)AL Acquisition Strategy=Random2026.03 | 97.4 | 64.4 | |
| PromptGate (Local)AL Acquisition Strategy=Avg2026.03 | 96.8 | 60.3 | |
| PromptGate (Global)AL Acquisition Strategy=Avg2026.03 | 96.7 | 59.6 | |
| PromptGate (Mixed)AL Acquisition Strategy=Avg2026.03 | 96.5 | 59.4 | |
| PromptGate (Global)AL Acquisition Strategy=OpenPath*2026.03 | 86.6 | 64.4 | |
| PromptGate (Mixed)AL Acquisition Strategy=OpenPath*2026.03 | 86.5 | 63.5 | |
| PromptGate (Local)AL Acquisition Strategy=OpenPath*2026.03 | 86.5 | 62.2 | |
| ColdstartAL Acquisition Strategy=OpenPath*2026.03 | 84.1 | 60.5 | |
| BaselineAL Acquisition Strategy=OpenPath*2026.03 | 83.8 | 61 | |
| BaselineAL Acquisition Strategy=FEAL2026.03 | 78.7 | 58 | |
| BaselineAL Acquisition Strategy=LfOSA2026.03 | 76.1 | 54.1 | |
| BaselineAL Acquisition Strategy=Avg2026.03 | 74.3 | 57.3 | |
| BaselineAL Acquisition Strategy=PAL2026.03 | 73.1 | 49.7 | |
| BaselineAL Acquisition Strategy=Entropy2026.03 | 72.9 | 61.5 | |
| ColdstartAL Acquisition Strategy=Random2026.03 | 61.7 | 60.2 | |
| ColdstartAL Acquisition Strategy=PAL2026.03 | 61.1 | 50.5 | |
| BaselineAL Acquisition Strategy=Random2026.03 | 60.9 | 59.5 | |
| ColdstartAL Acquisition Strategy=Avg2026.03 | 60.7 | 57.8 | |
| ColdstartAL Acquisition Strategy=Entropy2026.03 | 59.1 | 62 | |
| ColdstartAL Acquisition Strategy=LfOSA2026.03 | 52.1 | 55.7 | |
| ColdstartAL Acquisition Strategy=FEAL2026.03 | 45.9 | 57.6 |