On Transferring Transferability: Towards a Theory for Size Generalization

Eitan Levin, Yuxin Ma, Mateo Díaz +1

Many modern learning tasks require models that can take inputs of varying sizes. Consequently, dimension-independent architectures have been proposed for domains where the inputs a…