Explore the fascinating intersection where quantum materials meet the complexity of everyday environments in the Cond-Mat — Mes-Hall section. This field investigates how tiny particles behave when caught between the orderly world of single atoms and the chaotic nature of bulk matter, revealing the hidden rules that govern electricity, magnetism, and heat in novel substances.

Gist.Science brings these cutting-edge discoveries to you directly from arXiv, the leading repository for physics preprints. We process every new submission in this category as soon as it appears, offering both straightforward, plain-language explanations and deep technical summaries to help researchers and curious minds alike grasp the latest breakthroughs without getting lost in dense equations.

Below are the most recent papers in this dynamic area of condensed matter physics, ready for you to explore.

🔬 optics

Seeing Beyond RGB Capabilities: Data-Driven and Physics-Guided Broadband Spectral Extrapolation of Plasmonic Nanostructures by Deep Learning

The paper introduces SPARX, a deep learning framework that rapidly and accurately predicts broadband dark-field spectra of plasmonic nanostructures from limited RGB images by leveraging physical resonance relationships, thereby overcoming the speed and consistency limitations of conventional spectroscopic techniques.

Mohammadrahim Kazemzadeh, Banghuan Zhang, Tao He, Haoran Liu, Zihe Jiang, Zhiwei Hu, Xiaohui Dong, Chaowei Sun, Wei Jian (…)2026-04-20
🔬 mesoscale physics

The effect of Coulomb interactions on relic neutrino detection via beta decaying impurities in (semi)metals

This paper investigates how Coulomb interactions between electrons in β\beta-decaying impurities and their solid-state environment affect the energy resolution and visibility required for detecting the cosmic neutrino background, analyzing scenarios ranging from completely suppressed hybridization via dielectric spacers to cases where hybridization is treated perturbatively.

Karel van der Marck, Vadim Cheianov2026-04-20
🔬 mesoscale physics

Transition from Population to Coherence-dominated Non-diffusive Thermal Transport

This paper presents a Wigner Transport Equation-based framework to model non-diffusive thermal transport driven by both phonon populations and coherences, predicting significant size-dependent thermal conductivity deviations in low-conductivity materials like CsPbBr3_3 and La2_2Zr2_2O7_7 at experimentally accessible length scales.

Laurenz Kremeyer, Bradley J. Siwick, Samuel Huberman2026-04-20
🔬 mesoscale physics

Current-Induced Dynamics and Instability Pathways of Skyrmioniums in Chiral Magnets

This study combines micromagnetic simulations and analytical modeling to reveal how the internal structural imbalance of skyrmioniums drives a finite Hall effect and diverse current-induced instability pathways, while also characterizing the rich collective dynamics of skyrmionium-based meta-matter for potential applications in tunable nonequilibrium topological systems.

Kaito Nakamura, Yuka Kotorii, Andrey O. Leonov2026-04-20
🔬 mesoscale physics

Observation of ring states in a delicate topological insulator

This paper demonstrates that strong local impurities in a phononic metamaterial can serve as a spectroscopic probe to detect delicate topological insulators by observing persistent in-gap "ring states," which remain pinned in frequency and form a ring-shaped profile around the impurity even when the system's defining multicellularity is removed.

Caroline Tornow, Julia Rupprecht, Pascal Engeler, Ute Drechsler, Kukka-Emilia Huhtinen, Chiara Devescovi, Sebastian D. H (…)2026-04-20
🔬 mesoscale physics

Machine Learning and Deep Learning in Quantum Materials: Symmetry, Topology, and the Rise of Altermagnets

This review examines how machine learning and deep learning, particularly symmetry-aware architectures like E(3)-equivariant Graph Neural Networks, overcome the computational bottlenecks of traditional methods to accelerate the discovery of exotic quantum phases, including the automated identification of topological materials and the recent expansion of the altermagnet landscape.

Mahyar Hassani-Vasmejani, Hosein Alavi-Rad, Meysam Bagheri Tagani2026-04-20