Do not trust what you trust: Miscalibration in Semi-supervised Learning

Shambhavi Mishra, Balamurali Murugesan, Ismail Ben Ayed +2

State-of-the-art semi-supervised learning (SSL) approaches rely on highly confident predictions to serve as pseudo-labels that guide the training on unlabeled samples. An inherent…