Trustworthy Representation Learning via Information Funnels and Bottlenecks

João Machado de Freitas, Bernhard C. Geiger

Ensuring trustworthiness in machine learning -- by balancing utility, fairness, and privacy -- remains a critical challenge, particularly in representation learning. In this work,…