Nathaniel D Helgesen

Flexible Distribution Alignment: Towards Long-tailed Semi-supervised Learning with Proper Calibration

"Long-tailed semi-supervised learning (LTSSL) represents a practical scenario for semi-supervised applications, challenged by skewed labeled distributions that bias classifiers. This problem is often aggravated by discrepancies between labeled and unlabeled class distributions, leading to biased pse…