Cut-DeepONet handles discontinuities and sharp transitions in neural operators.
arXiv research
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Study proves existence of equilibrium in incomplete economies with discontinuous volatility.
Bayesian emulator tackles models with discontinuities efficiently.
New method estimates active subspaces for jump-discontinuous functions.
We develop a general term structure framework taking stochastic discontinuities explicitly into account. Stochastic discontinuities are a key feature in interest rate markets, as for example the jumps of the term structures in correspondence to monetary policy meetings of the ECB show. We provide a general analysis of …
This work models overnight rates with jumps and discontinuities, extending classical short-rate models.
Proves nonemptyness of domains for specific group actions.
Quasi-experimental research designs, such as regression discontinuity and interrupted time series, allow for causal inference in the absence of a randomized controlled trial, at the cost of additional assumptions. In this paper, we provide a framework for discontinuity-based designs using Bayesian model comparison and …
This paper tackles discontinuous neural networks for better approximation of piecewise continuous functions.
Framework uses deep learning and statistical models to solve PDEs with discontinuous coefficients.
RLGP model improves robustness and accuracy for discontinuous response surfaces.
We consider the deformation of a discontinuous group acting on the Euclidean space by affine transformations. A distinguished feature here is that even a `small' deformation of a discrete subgroup may destroy proper discontinuity of its action. In order to understand the local structure of the deformation space of disc…
Study proves rigid spectral properties of planets with metric discontinuities.
Bayesian model estimates treatment effects near cutoffs in regression discontinuity designs.
New domains of discontinuity found for Anosov representations.
As early as 1972, Penrose - in a purely formal way - introduced a "discontinuous coordinate transformation", which relates a continuous representation of the metric of impulsive pp-waves to a discontinuous one. On the basis of the invertibility concept for generalized functions developed recently by the first author, w…
Study the discontinuity of functions not embeddable in Euclidean space.
The paper compares inserting and stretching points for grid refinement near critical points.
We develop a method for quantile-based sensitivity analysis in models with discontinuities.
Study new symmetries in non-symmetric spaces and discontinuous groups.
Causal inference from observational data is hard due to discontinuous causal effects.
Extended CIR process with jumps at fixed dates for modeling overnight rates.
Paper finds surface groups can deform in reductive symmetric spaces.
A new method for unsupervised disentanglement using axis-aligned cliffs.
This article gives an up-to-date account of the theory of discrete group actions on non-Riemannian homogeneous spaces. As an introduction of the motifs of this article, we begin by reviewing the current knowledge of possible global forms of pseudo-Riemannian manifolds with constant curvatures, and discuss what kind of …
The first known example of a complete Riemannian manifold whose isoperimetric profile is discontinuous is given.
Paper analyzes error in stochastic approximation for discontinuous functions.
We characterise completely when limit sets, as parametrised by Cannon-Thurston maps, move discontinuously for a sequence of algebraically convergent quasi-Fuchsian groups.
We show that there is a complete connected 2-dimensional Riemannian manifold with discontinuous isoperimetric profile, answering a question of Nardulli and Pansu.
Kolmogorov neural networks can represent various types of functions.
Volunteer labor can temporarily yield lower benefits to charities than its costs. In such instances, organizations may wish to defer volunteer donations to a later date. Exploiting a discontinuity in blood donations' eligibility criteria, we show that deferring donors reduces their future volunteerism. In our setting, …
We study the properly discontinuous and isometric actions on the unit sphere of infinite dimensional Hilbert spaces and we get some new examples of Hilbert manifold with costant positive sectional curvature. We prove some necessary conditions for a group to act isometrically and properly discontinuously and in the case…
In this paper, we present a method for the accurate estimation of the derivative (aka.~sensitivity) of expectations of functions involving an indicator function by combining a stochastic algorithmic differentiation and a regression. The method is an improvement of the approach presented in [Risk Magazine April 2018]. T…
Selecting input variables or design points for statistical models has been of great interest in adaptive design and active learning. Motivated by two scientific examples, this paper presents a strategy of selecting the design points for a regression model when the underlying regression function is discontinuous. The fi…
The study explores deformations of discrete subgroups in non-compact homogeneous spaces.
Paper analyzes SGHMC for non-convex optimization with discontinuous gradients.
In the framework of Lorentzian warped products, we study the Friedmann-Robertson-Walker cosmological model to investigate non-smooth curvatures associated with multiple discontinuities involved in the evolution of the universe. In particular we analyze non-smooth features of the spatially flat Friedmann-Robertson-Walke…
In the present paper, we prove that no infinite group acts isometrically, effectively, and properly discontinuously on a certain class of Lorentzian manifolds that are not necessarily homogeneous.
We develop a new Low-level, First-order Probabilistic Programming Language (LF-PPL) suited for models containing a mix of continuous, discrete, and/or piecewise-continuous variables. The key success of this language and its compilation scheme is in its ability to automatically distinguish parameters the density functio…
In this article we study properly discontinuous actions on Hilbert manifolds giving new examples of complete Hilbert manifolds with nonnegative, respectively nonpositive, sectional curvature with infinite fundamental group. We also get examples of complete infinite dimensional Kähler manifolds with positive holomorphic…
Let be a CAT(0) space, and a discrete cyclic group of isometries of . We investigate the domain of discontinuity for the action of on the boundary .
Estimates discontinuous optimal transport maps between a discrete and continuous distribution.
Study stability of selective SSMs with discontinuous gating.
This paper models short rates with jumps using PDEs.
We study the action of the group of polynomial automorphisms of C^n (n>2) which preserve the Markoff-Hurwitz polynomial H(x):= x_1^2 + x_2^2 + ... + x_n^2 - x_1 x_2 ... x_n. Our main results include the determination of the group, the description of a non-empty open subset of C^n on which the group acts properly discon…
This work improves SGMs' convergence guarantees for semiconvex distributions with discontinuous gradients.
Bayesian approach for estimating heterogeneous treatment effects in RDD designs.
Motivated by the work of McCarthy and Papadopoulos for subgroups of mapping class groups, we construct domains of proper discontinuity in the compactified Outer space and in the projectivized space of geodesic currents for any "sufficiently large" subgroup of (that is, a subgroup containing a hyperbolic iwip…