Suneung Kim

Unknown-Aware Graph Regularization for Robust Semi-supervised Learning from Uncurated Data

Recent advances in semi-supervised learning (SSL) have relied on the optimistic assumption that labeled and unlabeled data share the same class distribution. However, this assumption is often violated in real-world scenarios, where unlabeled data may contain out-of-class samples. SSL with such uncur…