Latent Preference Inference and Bilevel Fairness Optimization for Hybrid Expert-Crowd Ranking Systems
: Ranking systems that combine expert scores with crowd votes often cannot observe the crowd-vote signal directly; only the elimination outcomes it produces are recorded. Recovering the latent signal from these censored outcomes is an inverse problem with a vast space of solutions that fit the data equally well. This p...