Functional Asynchronous Networks: Factorization of Dynamics and Function
Christian Bick, Michael Field

TL;DR
This paper develops the theory of functional asynchronous networks, introducing a modularization theorem that allows the dynamics of complex networks to be factored into simpler subnetworks, aiding in understanding their functions.
Contribution
It presents the Modularization of Dynamics Theorem for functional asynchronous networks, enabling a complete description of network functions through constituent subnetworks.
Findings
Factorization of network dynamics into subnetworks
Complete description of network functions from events
Addresses a question from biological network theory
Abstract
In this note we describe the theory of functional asynchronous networks and one of the main results, the Modularization of Dynamics Theorem, which for a large class of functional asynchronous networks gives a factorization of dynamics in terms of constituent subnetworks. For these networks we can give a complete description of the network function in terms of the function of the events comprising the network and thereby answer a question originally raised by Alon in the context of biological networks.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
