Apurva Ratan Murty

TopoNets: High performing vision and language models with brain-like topography

Neurons in the brain are organized such that nearby cells tend to share similar functions. AI models lack this organization, and past efforts to introduce topography have often led to trade-offs between topography and task performance. In this work, we present *TopoLoss*, a new loss function that pr…