Abstract Background and Objective Breast density assessed from digital mammograms is a
biomarker for higher risk of developing breast cancer. Experienced radiologists assess …

Noisy labels in large E-commerce product data (ie, product items are placed into incorrect
categories) are a critical issue for product categorization task because they are unavoidable …

Semi-supervised learning (SSL) has recently proven to be an effective paradigm for
leveraging a huge amount of unlabeled data while mitigating the reliance on large labeled …

Collecting annotations from human raters often results in a trade-off between the quantity of
labels one wishes to gather and the quality of these labels. As such, it is often only possible …