Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks

Jinyung Hong, Eun Som Jeon, Changhoon Kim +5

Biased attributes, spuriously correlated with target labels in a dataset, can problematically lead to neural networks that learn improper shortcuts for classifications and limit th…