2 papers
cs.LG2026
Binary Classification from Coupled Pairwise Labels
Tomoya Tate, Kosuke Sugiyama, Masato Uchida
Even when it is difficult to assign absolute class labels to individual instances, relational information may still be available, such as whether two instances belong to the same c…
cs.LG2025
Learning from Similarity-Confidence and Confidence-Difference
Tomoya Tate, Kosuke Sugiyama, Masato Uchida
In practical machine learning applications, it is often challenging to assign accurate labels to data, and increasing the number of labeled instances is often limited. In such case…