CORDS: Continuous Representations of Discrete Structures
This work presents an invertible mapping that transforms a set of spatial objects into continuous fields: a density field that encodes object locations and count, and a feature field that carries their attributes over the same support, which allows robust handling of unknown set sizes with competitive accuracy.