Longer Records, Broader Invariance: The Hidden Scaling Problem in Longitudinal Contrastive Learning

Rameen Mahmood, Xuhai "Orson" Xu, Zachary Beattie +2

Longitudinal data are valuable because people change. Yet the objectives used to learn from these data can inadvertently erase that change. In person-level contrastive learning, ob…