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20192026
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math.NA2026

QH-GEM: Quantum-Hydrodynamic Generative Modeling

Harbir Antil, Alex Kaltenbach, Sarswati Shah

In this paper, we develop a deterministic, physically constrained generative framework based on the Madelung formulation of the free-particle Schrödinger equation. A reference Born…

math.NA2026

Duality-Based Error Identities for Subgradient Flows Based on the Brézis-Ekeland-Nayroles Principle

Harbir Antil, Alex Kaltenbach, Keegan L. A. Kirk

We derive duality-based error identities for a broad class of subgradient flows induced by time-dependent convex integral functionals. Starting from the Bré…

math.NA2026

A Finite Element Approximation of an Optimal Insulation Problem with Convective Heat Transfer

Harbir Antil, Alex Kaltenbach, Keegan L. A. Kirk

A finite element discretization of an optimal insulation problem with convective heat transfer is considered. The model is formulated as a non-smooth, two-variable convex minimizat…

math.NA2026

A Priori and A Posteriori Error Identities for Vectorial Problems via Convex Duality

P. A. Gazca-Orozco, A. Kaltenbach

Convex duality has been leveraged in recent years to derive a posteriori error estimates and identities for a wide range of non-linear and non-smooth scalar problems. By employing…

math.NA2025

Duality-Based Algorithm and Numerical Analysis for Optimal Insulation Problems on Non-Smooth Domains

Harbir Antil, Alex Kaltenbach, Keegan L. A. Kirk

This article develops a numerical approximation of a convex non-local and non-smooth minimization problem. The physical problem involves determining the optimal distribution, given…