arXiv research

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

Let $M$ be any $n$ dimensional smooth manifold and $PM$ be the space of all smooth paths, then we showed that $PM$ is a smooth manifold modelled over a complete normable space. We discussed many geometric structure on Path spaces and its relation to ambient space.

Solves infinite horizon portfolio problem with path-dependent labor income.

Local gluing connects flow lines in finite time intervals.

Develops a new algebraic framework for differential geometry of infinite dimensional spaces.

We develop a Malliavin calculus on the horizontal path space of a totally geodesic Riemannian foliation. As a first application, under suitable assumptions, we prove a log-Sobolev inequality for a natural one-parameter family of infinite-dimensional Ornstein-Uhlenbeck type operators. As a second application, we obtain …

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

A 3D space of hyperbolic manifolds is connected but not path-connected.

The infinite Viterbi alignment is the limiting maximum a-posteriori estimate of the unobserved path in a hidden Markov model as the length of the time horizon grows. For models on state-space $\mathbb{R}^{d}$ satisfying a new ``decay-convexity'' condition, we develop an approach to existence of the infinite Viterbi ali…

For a principal bundle $P\to M$ equipped with a connection ${\bar A}$, we study an infinite dimensional bundle ${\mathcal P}^{\rm dec}_{\bar A}P$ over the space of paths on $M$, with the points of ${\mathcal P}^{\rm dec}_{\bar A}P$ being horizontal paths on $P$ decorated with elements of a second structure group. We co…

The paper solves optimal control problems for stochastic delay equations.

We establish a local function version of a classical result claiming that a bivector field on a manifold $M$ is Poisson if and only if cotangent paths form a coisotropic set of the infinite dimensional symplectic manifold of paths valued in $T^*M$. Our purpose here is to prove this result without using the Banach manif…

The study examines moduli spaces of metrics with positive Ricci or non-negative sectional curvature on sphere bundles.

We generalize the classical Bochner formula for the heat flow on evolving manifolds $(M,g_{t})_{t \in [0,T]}$ to an infinite-dimensional Bochner formula for martingales on parabolic path space $P\mathcal{M}$ of space-time $\mathcal{M} = M \times [0,T]$. Our new Bochner formula and the inequalities that follow from it a…

Using symplectic techniques and spectral analysis of smooth paths of self-adjoint operators, we characterize the set of conjugate instants along a geodesic in an infinite dimensional Riemannian Hilbert manifold.

Generalizes Li-Yau Harnack inequality to path space of manifolds.

Universal approximation theorem for differentiable maps on infinite-dimensional manifolds

Study shows infinitely many path components for positive Ricci curvature metrics on certain spin manifolds.

Generalizes neural network approximation to infinite-dimensional manifolds and derivatives.

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

Let M be a U(1) bundle over a smooth Riemann surface. I show that for Chern-Simons theory on M, with structure group G, the path integral is an integral over the space of G-connections on the Riemann surface involving characteristic classes as well as a certain 4-dimensional class that comes from a universal bundle. Wh…

Study shows infinite families of manifolds with nonnegative curvature.

FFM generates functions between Gaussian and data distributions.

A new method detects anomalies in multivariate streams without unit dependence.

The paper proves a category of dg manifolds with finite positive amplitude.

Study shows infinitely many metrics with nonnegative sectional or positive Ricci curvature on specific 5D quotients.

Functional input neural networks approximate continuous functions on weighted spaces.

Volterra signature provides a clear, interpretable feature for history-dependent systems.

Extends PF submanifold results and connects Kac-Moody spaces.

Estimates path-valued data using signature metrics and local kernels.

Study uses Bayes Hilbert framework to recover probability measure flows from sensors.

We give a new construction of the holonomy and fundamental groupoids of a singular foliation. In contrast with the existing construction of Androulidakis and Skandalis, our method proceeds by taking a quotient of an infinite dimensional space of paths. This strategy is a direct extension of the classical construction f…

Starting from a sequence of independent Wright-Fisher diffusion processes on $[0,1]$, we construct a class of reversible infinite dimensional diffusion processes on $\DD_\infty:= \{{\bf x}\in Let $M$be a complete Riemnnian manifold and$μ$the distribution of the diffusion process generated by$\ff 1 2\DD+Z$where$Z$…

3D hyperbolic spaces have endless simple paths.

The paper studies curvatures and austere properties of orbits in symmetric spaces.

In this article, we will formulate a mathematical framework that allows us to treat character animations as points on infinite dimensional Hilbert manifolds. Constructing geodesic paths between animations on those manifolds allows us to derive a distance function to measure similarities of different motions. This appro…

Geodesics on Kähler manifold potentials are paths of least action.

Develops derived differential geometry theory.

We investigate the short-time expansion of the heat kernel of a Laplace type operator on a compact Riemannian manifold and show that the lowest order term of this expansion is given by the Fredholm determinant of the Hessian of the energy functional on a space of finite energy paths. This is the asymptotic behavior to …

We show that the moduli space of metrics of nonnegative sectional curvature on every homotopy ${\mathbb {R}} P^5$ has infinitely many path components. We also show that in each dimension $4k+1$ there are at least $2^{2k}$ homotopy ${\mathbb {R}} P^{4k+1}$s of pairwise distinct oriented diffeomorphism type for which the…

Novel signature approach for pricing and hedging path-dependent options with market frictions.

Introduces infinite-dimensional differential geometry using Bastiani calculus.

New method infers population dynamics from snapshots using path space optimization.

We introduce cylindrical projections to simulate infinite-dimensional occupation flows of diffusions.

We present an explicit realization of abelian extensions of infinite dimensional Lie groups using abelian extensions of path groups, by generalizing Mickelsson's approach to loop groups and the approach of Losev-Moore-Nekrasov-Shatashvili to current groups. We apply our method to coupled cocycles on current Lie algebra…

We study the geometry of Lie groups $G$ with a continuous Finsler metric, assuming the existence of a subgroup $K$ such that the metric is right-invariant for the action of $K$. We present a systematic study of the metric and geodesic structure of homogeneous spaces $M$ obtained by the quotient $M\simeq G/K$. Of partic…

We extend the notion of unicorn paths between two arcs introduced by Hensel, Przytycki and Webb to the case where we replace one arc with a geodesic asymptotic to a lamination. Using these paths, we give new proofs of the results of Klarreich and Schleimer identifying the Gromov boundaries of the curve graph and the ar…

This work explores functional expansions to handle path dependence in various fields.