This paper provides a power diagram for the decision surface of relu networks (where power diagram is as with kmeans and voronoi cells). If the paper is not accepted due to the competitiveness of neurips this year, i urge the authors to develop further consequences of their construction (e.g., ways it aids in other questions related to deep networks).