ScalarLens: Numerical Embeddings with Stable Coordinates and Contextual Responses for CTR Prediction

Heng Yao, Tianying Liu, Yulou Shu +6

Numerical embeddings for click-through rate (CTR) prediction are built on a convenient but restrictive premise: a scalar has one representation. This premise conflates where a valu…