Function space and critical points of linear convolutional networks

K Kohn, G Montúfar, V Shahverdi, M Trager - SIAM Journal on Applied …, 2024 - SIAM
We study the geometry of linear networks with one-dimensional convolutional layers. The
function spaces of these networks can be identified with semialgebraic families of …

Geometry of lightning self-attention: Identifiability and dimension

NW Henry, GL Marchetti, K Kohn - arXiv preprint arXiv:2408.17221, 2024 - arxiv.org
We consider function spaces defined by self-attention networks without normalization, and
theoretically analyze their geometry. Since these networks are polynomial, we rely on tools …

Fitness, apprenticeship, and polynomials

B Sturmfels - … Algebraic Geometry: Selected Papers From the 2016 …, 2017 - Springer
This article discusses the design of the Apprenticeship Program at the Fields Institute, held
21 August–3 September 2016. Six themes from combinatorial algebraic geometry were …

The multidegree of the multi-image variety

L Escobar, A Knutson - … Algebraic Geometry: Selected Papers From the …, 2017 - Springer
The multi-image variety is a subvariety of Gr (1, ℙ 3) n Gr\nolimits (1, P^ 3)^ n that
parametrizes all of the possible images that can be taken by n fixed cameras. We compute …

Changing views on curves and surfaces

K Kohn, B Sturmfels, M Trager - Acta Mathematica Vietnamica, 2018 - Springer
Visual events in computer vision are studied from the perspective of algebraic geometry.
Given a sufficiently general curve or surface in 3-space, we consider the image or contour …

Linear systems on irreducible holomorphic symplectic manifolds

S Novario - 2021 - theses.hal.science
In this thesis we study some complete linear systems associated to divisors of Hilbert
schemes of 2 points on complex projective K3 surfaces with Picard group of rank 1, together …

On the number of flats tangent to convex hypersurfaces in random position

K Kozhasov, A Lerario - Discrete & Computational Geometry, 2020 - Springer
Motivated by questions in real enumerative geometry (Borcea et al., in Discrete Comput
Geom 35 (2): 287–300, 2006; Bürgisser and Lerario, in J Reine Angew Math, https://doi …

Isotropic and coisotropic subvarieties of Grassmannians

K Kohn, JC Mathews Jr - Advances in Mathematics, 2021 - Elsevier
We generalize the notion of coisotropic hypersurfaces to subvarieties of Grassmannians
having arbitrary codimension. To every projective variety X, Gel'fand, Kapranov and …

Normalization of the congruence of bitangents to a hypersurface in P3

H Kim, Y Lee - Journal of Pure and Applied Algebra, 2023 - Elsevier
A surface in the Grassmannian Gr (2, 4) is called a congruence. In this paper, we consider
the normalization of the congruence of bitangents to a hypersurface in P 3. We call it the …

The Convex Hull of Two Circles in

ED Nash, AF Pir, F Sottile, L Ying - Combinatorial Algebraic Geometry …, 2017 - Springer
We describe convex hulls of the simplest compact space curves, reducible quartics
consisting of two circles. When the circles do not meet in complex projective space, their …