PVD Classification on UK Biobank (test)
0.741AUCCPAgents
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 0.741 | 0.707 | |
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 0.713 | 0.603 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 0.712 | 0.553 | |
| ExpertsClassifier=SVM2026.06 | 0.71 | 0.783 | |
| MESHAgentsClassifier=SVM2026.06 | 0.703 | 0.71 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 0.684 | 0.56 | |
| MESHAgentsClassifier=AdaBoost2026.06 | 0.682 | 0.817 | |
| MESHAgentsClassifier=LDA2026.06 | 0.666 | 0.63 | |
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 0.658 | 0.543 | |
| MESHAgentsClassifier=MLP2026.06 | 0.64 | 0.66 | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 0.637 | 0.643 | |
| ExpertsClassifier=LDA2026.06 | 0.636 | 0.61 | |
| ExpertsClassifier=MLP2026.06 | 0.628 | 0.643 | |
| ExpertsClassifier=AdaBoost2026.06 | 0.626 | 0.667 | |
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 0.602 | 0.577 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 0.529 | 0.537 |