Not all generalisation failures can be bought back: four boundaries in affective audio modelling

Jingyi Zhang, Xiaotong Yao

Models mapping acoustic properties onto affective response underpin applications from music recommendation to sound design, yet are evaluated almost entirely within the corpus they…