Classification on Adult (Acc, F1, ROCAUC, EMD)
0.8723ROCAUCLLPFC-approx
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLPFC-approxBag size=82022.03 | 0.8723 | — | — | — | |
| LLPFC-uniformBag size=82022.03 | 0.8693 | — | — | — | |
| InvCalBag size=82022.03 | 0.868 | — | — | — | |
| LLPFC-uniformBag size=322022.03 | 0.8666 | — | — | — | |
| LMMCMBag size=322022.03 | 0.8644 | — | — | — | |
| LLPFC-uniformBag size=1282022.03 | 0.8636 | — | — | — | |
| LLPFC-approxBag size=322022.03 | 0.863 | — | — | — | |
| LMMCMBag size=1282022.03 | 0.8601 | — | — | — | |
| InvCalBag size=322022.03 | 0.8598 | — | — | — | |
| alter-xSVMBag size=82022.03 | 0.8587 | — | — | — | |
| LLPFC-uniformBag size=5122022.03 | 0.8587 | — | — | — | |
| LMMCMBag size=82022.03 | 0.8584 | — | — | — | |
| LLPFC-approxBag size=1282022.03 | 0.856 | — | — | — | |
| LLPFC-approxBag size=5122022.03 | 0.8538 | — | — | — | |
| TabPFN-RandomActive Learning Strategy=Random, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 0.851 | — | — | — | |
| LMMCMBag size=5122022.03 | 0.85 | — | — | — | |
| TabPFN-CoresetActive Learning Strategy=Coreset, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 0.841 | — | — | — | |
| TabPFN-Proxy-HybridActive Learning Strategy=Proxy-Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 0.833 | — | — | — | |
| TabPFN-MarginActive Learning Strategy=Margin, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 0.83 | — | — | — | |
| InvCalBag size=1282022.03 | 0.8284 | — | — | — | |
| DP-TVAEε-DP=102025.11 | 0.826 | — | — | — | |
| alter-xSVMBag size=1282022.03 | 0.8204 | — | — | — | |
| TabPFN-HybridActive Learning Strategy=Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 0.82 | — | — | — | |
| CatBoost-MarginActive Learning Strategy=Margin, Backbone=CatBoost, Label Budget=100, Batch Size=102026.03 | 0.817 | — | — | — | |
| DP-FinDiffε-DP=102025.11 | 0.792 | — | — | — | |
| XGBoost-MarginActive Learning Strategy=Margin, Backbone=XGBoost, Label Budget=100, Batch Size=102026.03 | 0.778 | — | — | — | |
| DP-FinDiffε-DP=12025.11 | 0.768 | — | — | — | |
| alter-xSVMBag size=5122022.03 | 0.7602 | — | — | — | |
| InvCalBag size=5122022.03 | 0.748 | — | — | — | |
| alter-xSVMBag size=322022.03 | 0.7429 | — | — | — | |
| DP-TVAEε-DP=12025.11 | 0.733 | — | — | — | |
| DP-FinDiffε-DP=0.22025.11 | 0.708 | — | — | — | |
| DP-TabDDPMε-DP=102025.11 | 0.706 | — | — | — | |
| LabelSpreading-RandomActive Learning Strategy=Random, Backbone=LabelSpreading, Label Budget=100, Batch Size=102026.03 | 0.658 | — | — | — | |
| DP-CTGANε-DP=102025.11 | 0.542 | — | — | — | |
| DP-TVAEε-DP=0.22025.11 | 0.515 | — | — | — | |
| DP-CTGANε-DP=12025.11 | 0.515 | — | — | — | |
| DP-CTGANε-DP=0.22025.11 | 0.513 | — | — | — | |
| DP-TabDDPMε-DP=12025.11 | 0.502 | — | — | — | |
| DP-TabDDPMε-DP=0.22025.11 | 0.464 | — | — | — | |
| GPT3-175Bk=02022.05 | — | — | 0 | — | |
| GPT3-175Bk=102022.05 | — | — | 0.991 | — | |
| GPT3-6.7Bk=102022.05 | — | — | 0.991 | — | |
| HoloClean2022.05 | — | — | 0.545 | — | |
| HoloDetect2022.05 | — | — | 0.991 | — |