Mathematical physics sits at the fascinating intersection where abstract equations meet the fundamental laws of our universe. This field uses rigorous mathematical tools to model everything from the behavior of subatomic particles to the curvature of spacetime, turning complex theories into testable predictions. It is the language through which physicists describe reality, bridging the gap between pure mathematics and physical observation.

On Gist.Science, we process every new preprint published in this category on arXiv to make these dense studies accessible to everyone. Whether you are a specialist or a curious reader, you will find both plain-language overviews and detailed technical summaries for each paper. Below are the latest mathematical physics papers from arXiv, curated to help you explore the cutting edge of theoretical science.

🔢 mathematics

Localized Generative Design of Ship Hulls with Diffusion Models and High-Fidelity Assessment

This paper presents a reward-directed diffusion framework for localized ship hull optimization but demonstrates through high-fidelity CFD validation that current surrogate-based screening and reward formulations can miss critical performance trade-offs and fail to capture complex geometric features like faired bulbous bows, highlighting the necessity of integrating detailed physical assessments to refine generative design objectives.

Hadi Keramati, Mohammed A. Hannan, Patrick Kirchen, Sina Tousi, Joonas Riekkinen, Jim Pyra, Rajeev K. Jaiman2026-10-12
🔢 mathematics

TAP variational formula for 2-spin models with general interaction matrix and marginality

This paper establishes a Thouless-Anderson-Palmer (TAP) variational formula for the free energy of spherical 2-spin models with general interaction matrices at all temperatures by introducing a novel microcanonical proof that partitions the state space to separate macroscopic low-temperature contributions from high-temperature fluctuations, thereby resolving the challenges posed by marginality.

David Belius, Simon Briend, Volodymyr Fomichov2026-10-12