arXiv research

It is proved that the moduli space of all connected compact orientable embedded minimal affine Lagrangian submanifolds of a complex equiaffine space constitutes an infinite dimensional Frechet manifold (if it is not the empty set). The moduli space of all connected compact orientable metric Lagrangian embedded surfaces…

We study the learnability of a class of compact operators known as Schatten--von Neumann operators. These operators between infinite-dimensional function spaces play a central role in a variety of applications in learning theory and inverse problems. We address the question of sample complexity of learning Schatten-von…

A weakly reflective submanifold is a minimal submanifold of a Riemannian manifold which has a certain symmetry at each point. In this paper we introduce this notion into a class of proper Fredholm (PF) submanifolds in Hilbert spaces and show that there exist so many infinite dimensional weakly reflective PF submanifold…

We introduce a class of regularisable infinite dimensional principal fibre bundles which includes fibre bundles arising in gauge field theories like Yang-Mills and string theory and which generalise finite dimensional Riemannian principal fibre bundles induced by an isometric action. We show that the orbits of regulari…

Study on stability of free boundary Willmore problem using new gradient inequality.

Let $V$ be a separable Hilbert space, possibly infinite dimensional. Let $\St(p,V)$ be the Stiefel manifold of orthonormal frames of $p$ vectors in $V$, and let $\Gr(p,V)$ be the Grassmann manifold of $p$ dimensional subspaces of $V$. We study the distance and the geodesics in these manifolds, by reducing the matter to…

The popular cubic smoothing spline estimate of a regression function arises as the minimizer of the penalized sum of squares $\sum_j(Y_j - μ(t_j))^2 + λ\int_a^b [μ"(t)]^2 dt$, where the data are $t_j,Y_j$, $j=1,..., n$. The minimization is taken over an infinite-dimensional function space, the space of all functions wi…

New algorithm solves online resource allocation problems efficiently.

This research optimizes Andrews plots for better visual clarity in high-dimensional data.

We adapt to an infinite dimensional ambient space E.R. Reifenberg's epiperimetric inequality and a quantitative version of D. Preiss' second moments computations to establish that the set of regular points of an almost mass minimizing rectifiable $G$ chain in $\ell_2$ is dense in its support, whenever the group $G$ of …

This paper tackles the topology of infinite-dimensional fiber spaces.

Study geodesics on infinite-dimensional manifolds using Finsler structures.

The study of universal approximation of arbitrary functions $f: \mathcal{X} \to \mathcal{Y}$ by neural networks has a rich and thorough history dating back to Kolmogorov (1957). In the case of learning finite dimensional maps, many authors have shown various forms of the universality of both fixed depth and fixed width…

Austere submanifolds and arid submanifolds constitute respectively two different classes of minimal submanifolds in finite dimensional Riemannian manifolds. In this paper we introduce these two notions into a class of proper Fredholm (PF) submanifolds in Hilbert spaces, discuss their relation and show examples of infin…

Deep neural nets estimate operators between infinite-dimensional spaces with fast rates.

Develops methods for estimating constrained function-valued parameters in infinite-dimensional models.

Most Finsler metrics have infinite-dimensional holonomy groups.

Derives PF-ODE for infinite-dimensional functions, improving function generation tasks.

Study on infinite-dimensional Heisenberg groups using hypoelliptic heat kernels.

We generalize the concept of sub-Riemannian geometry to infinite-dimensional manifolds modeled on convenient vector spaces. On a sub-Riemannian manifold $M$, the metric is defined only on a sub-bundle $\calH$ of the tangent bundle $TM$, called the horizontal distribution. Similarly to the finite-dimensional case, we ar…

New framework for learning KR maps from data, ensuring stable generalization.

Smooth structures on infinite dimensional Grassmannians and non-commutative cross-ratios.

Proves uniqueness of embedding complex manifold into infinite-dimensional space.

We consider nonparametric estimation of the state price density encapsulated in option prices. Unlike usual density estimation problems, we only observe option prices and their corresponding strike prices rather than samples from the state price density. We propose to model the state price density directly with a nonpa…

The paper extends Cartan development to infinite dimensional Lie groups.

Paper confirms Thom's conjecture for nonlinear evolutions on manifolds.

The paper explores infinite-dimensional nonholonomic and vakonomic systems.

We construct a infinite-dimensional manifold structure adapted to analytic Lie pseudogroups of infinite type. More precisely, we prove that any isotropy subgroup of an analytic Lie pseudogroup of infinite type is a regular infinite-dimensional Lie group, modelled on a locally convex strict inductive limit of Banach spa…

Paper investigates optimal transport map estimation in infinite-dimensional spaces.

Introduces infinite-dimensional differential geometry using Bastiani calculus.

We extend rectified flow to infinite-dimensional Hilbert space.

Constructs infinite-dimensional Siegel disc as symplectic and Kaehler quotient.

This is the first in a series of papers devoted to an analogue of the metaplectic representation, namely, the minimal unitary representation of an indefinite orthogonal group; this representation corresponds to the minimal nilpotent coadjoint orbit in the philosophy of Kirillov-Kostant. We begin by applying methods fro…

New non-trivial Kaehler-Ricci solitons found in infinite dimensional complex space forms.

Unique cylindrical tangent cone for Simons' hypersurface found.

This research develops approximation theory for OOMs of infinite-dimensional processes.

Study minimizes risk in MDPs with spectral measures.

We define submersions f between manifolds M and N modelled on locally convex spaces. If the range N is finite-dimensional or a Banach manifold, then these coincide with the naive notion of a submersion. We study pre-images of submanifolds under submersions and pre-images under mappings whose differentials have dense im…

The relationship between minimal algebraic Kac-Moody groups and twin buildings is well known as is the relationship between formal completions in one direction and affine buildings. Nevertheless, as the completion of a Kac-Moody group in one direction destroys the opposite BN-pair, there exists no longer a twin buildin…

PCA-Net combines PCA and neural networks for operator approximation, with new bounds on complexity.

This paper explores topological aspects of index theory for infinite-dimensional manifolds.

Infinite-dimensional SBDMs improve image generation across multiple resolutions.

Adjoint sampler targets infinite-dimensional function spaces for efficient sampling.

Study shows how Poisson brackets factor on infinite dimensional manifolds.

We construct a new class of complete constant mean curvature surfaces in R^3. These are geometrically different than the surfaces constructed by Kapouleas' gluing technique. These are obtained by piecing together half-Delaunay surfaces to the truncations of minimal k-noids. The gluing techniques are new: the surfaces a…

This paper opens the series of articles supplemental to the series (hep-th/9405050,q-alg/9610026,q-alg/9611003,q-alg/9611019,funct-an/9611003), which also lies in lines of general ideology exposed in the review (mp_arc/96-477). The main purpose of the activity, which has its origin and motivation presumably in the auth…

Develops control and observer methods for complex systems.

The study defines divergence for multivector fields on infinite-dimensional manifolds.