Chest CT Finding Classification on Chest CT Columbia University cohort (test)
79.3Overall Average AUCSTL
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STLStrategy=Single-Task Learning2026.04 | 79.3 | 88.2 | 82 | 86.9 | 70.2 | 90.1 | 70.8 | 72.6 | 82.8 | 80.3 | 68.1 | 78.8 | 85.9 | 96.1 | 70.2 | 66.9 | 87.9 | 81.7 | 76 | 79.8 | 79.9 | 80 | 71.2 | 83.9 | 83.8 | 75.6 | 72.1 | 78.1 | |
| HyperCTStrategy=Multi-Task Learning2026.04 | 78.1 | 85.8 | 81.9 | 87 | 68.5 | 88.2 | 67.6 | 67.1 | 79.1 | 77.7 | 70 | 78.2 | 85.2 | 95.6 | 71.6 | 66.3 | 86.3 | 80.6 | 75.8 | 78.5 | 77.5 | 77 | 72.7 | 83 | 80.4 | 77.1 | 71.4 | 77 | |
| MGDAStrategy=Multi-Task Learning, Algorithm=Multi-gradient Descent Algorithm2026.04 | 76 | 85.9 | 80.5 | 85.3 | 69.4 | 84.8 | 61.3 | 68.3 | 77.6 | 76.7 | 70 | 78.2 | 84.7 | 94.5 | 65.7 | 64.9 | 85 | 79.8 | 76 | 77.1 | 75.3 | 73.2 | 72.9 | 78.2 | 72 | 76 | 69.1 | 73.8 | |
| UWStrategy=Multi-Task Learning, Algorithm=Uncertainty Weighting2026.04 | 74.4 | 83.2 | 79.4 | 84.1 | 68 | 83.8 | 60.1 | 65.1 | 76.8 | 74.6 | 68.6 | 75.4 | 84.3 | 94.5 | 61.6 | 62.5 | 83.1 | 78.7 | 74.9 | 75.5 | 74.2 | 70.8 | 71.4 | 75.9 | 69.2 | 74 | 64.6 | 71.4 | |
| EWStrategy=Multi-Task Learning, Algorithm=Equal Weighting2026.04 | 74.3 | 83.6 | 79.5 | 84.1 | 68 | 83.8 | 59.6 | 65.4 | 76.6 | 74.8 | 68.8 | 75.6 | 84.2 | 94.4 | 61.2 | 62.7 | 83.2 | 78.6 | 74.9 | 75.5 | 74.1 | 70.7 | 71.6 | 75.8 | 68.6 | 74.2 | 63.8 | 71.3 | |
| DWAStrategy=Multi-Task Learning, Algorithm=Dynamic Weight Averaging2026.04 | 74.3 | 83.6 | 79.5 | 84.1 | 68 | 83.8 | 59.6 | 65.4 | 76.6 | 74.8 | 68.8 | 75.6 | 84.2 | 94.4 | 61.3 | 62.7 | 83.2 | 78.6 | 74.9 | 75.5 | 74.1 | 70.7 | 71.6 | 75.8 | 68.6 | 74.2 | 63.8 | 71.3 | |
| RLWStrategy=Multi-Task Learning, Algorithm=Random Loss Weighting2026.04 | 74 | 81.8 | 79 | 83.4 | 67.5 | 83.3 | 58.5 | 65.1 | 74.3 | 74 | 68.5 | 74.7 | 83.5 | 94.1 | 60.4 | 62.1 | 82.3 | 78.5 | 73.9 | 74.7 | 73.3 | 70.9 | 70.7 | 75.8 | 69.9 | 73.3 | 64.1 | 71.1 | |
| GLSStrategy=Multi-Task Learning, Algorithm=GLS2026.04 | 71.6 | 76.4 | 76.8 | 81.5 | 63.9 | 81.6 | 59.2 | 62.4 | 73.6 | 72.1 | 66.3 | 73.3 | 83.4 | 94.2 | 56.8 | 59.5 | 80.3 | 77.1 | 72.4 | 72.8 | 70.3 | 67.3 | 68.5 | 69.8 | 62.7 | 70.6 | 59 | 66.9 |