Roman Malashin

Hypernym Bias: Unraveling Deep Classifier Training Dynamics through the Lens of Class Hierarchy

We investigate the training dynamics of deep classifiers by examining how hierarchical relationships between classes evolve during training. Through extensive experiments, we argue that the learning process in classification problems can be understood through the lens of label clustering. Specifical…