Prediction-powered Neural Architecture Search
PPNAS combines scarce architecture labels with zero-cost proxies for label-efficient neural architecture search.
Stories per day · 30 days
3 stories, newest first · one card per story
Stories tagged #label-efficiency
WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptation
WISE-ATTA schedules scarce labels during test-time adaptation and matches prior methods with fewer annotations.
Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer
Domain-adversarial nnU-Net trained on 4,604 CT/MRI scans achieves 87.31% Dice pancreas segmentation with label-efficient subregion transfer.