Coherent Taylor expansion as a bimonad
Thomas Ehrhard (IRIF (UMR_8243), Inria), Aymeric Walch (IRIF, (UMR_8243))

TL;DR
This paper develops a categorical framework for Taylor expansion using bimonads, extending coherent differentiation to non-additive categories and providing a general theory applicable to various semantic models.
Contribution
It introduces a bimonad-based approach to categorical Taylor expansion, generalizing previous coherent differentiation frameworks to broader categorical settings.
Findings
Defines a summability functor as a bimonad for Taylor expansion
Axiomatizes Taylor expansion via a distributive law in linear logic categories
Provides examples in denotational semantics with analytic structures
Abstract
We extend the recently introduced setting of coherent differentiation for taking into account not only differentiation, but also Taylor expansion in categories which are not necessarily (left)additive. The main idea consists in extending summability into an infinitary functor which intuitively maps any object to the object of its countable summable families. This functor is endowed with a canonical structure of bimonad. In a linear logical categorical setting, Taylor expansion is then axiomatized as a distributive law between this summability functor and the resource comonad (aka.~exponential), allowing to extend the summability functor into a bimonad on the Kleisli category of the resource comonad: this extended functor computes the Taylor expansion of the (nonlinear) morphisms of the Kleisli category. We also show how this categorical axiomatizations of Taylor expansion can be…
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.
Taxonomy
TopicsNonlinear Dynamics and Pattern Formation · Laser-Matter Interactions and Applications · Quantum chaos and dynamical systems
