Cardiac Disease Classification on UK Biobank (test)
75.2AUCCPAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 75.2 | 64.6 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 75.1 | 65.6 | |
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 75 | 65.4 | |
| ExpertsClassifier=LDA2026.06 | 74.7 | 66.7 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 74.6 | 63.4 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 74 | 62.9 | |
| MESHAgentsClassifier=LDA2026.06 | 74 | 66.1 | |
| ExpertsClassifier=MLP2026.06 | 73.8 | 63.1 | |
| ExpertsClassifier=SVM2026.06 | 73.7 | 62 | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 73.5 | 65.8 | |
| MESHAgentsClassifier=SVM2026.06 | 73.4 | 62.2 | |
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 73.2 | 64.7 | |
| ExpertsClassifier=AdaBoost2026.06 | 72.8 | 63.7 | |
| MESHAgentsClassifier=MLP2026.06 | 72.8 | 59.7 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 72.6 | 64.1 | |
| MESHAgentsClassifier=AdaBoost2026.06 | 72.4 | 65.7 |