Daoyuan Qian

Compositional Generalization via Forced Rendering of Disentangled Latents

Composition—the ability to generate myriad variations from finite means—is believed to underlie powerful generalization. However, compositional generalization remains a key challenge for deep learning. A widely held assumption is that learning disentangled (factorized) representations naturally supp…