Mend the Measurement Gap: Latent User Preference Modeling for Short-Form Video Recommendation

Recommender systems rely heavily on heterogeneous behavioral feedback to infer user preference. Although abundant, these signals are imperfect measurements: the same observed behavior can arise from different underlying states, such as genuine enjoyment, passive consumption, or inattention. The chal