Linjiang Guo

CORAL: Uncertainty-Aware Regulation of Exposure Concentration in Recommender Systems

Recommender systems (RS) may suffer from feedback-driven exposure concentration, where repeated engagement optimization collapses exposure onto a narrow set of categories, reducing catalog coverage and degrading long-horizon learning. Existing methods are often post hoc and typically lack principled…