Condensed matter physics and materials science form a dynamic partnership, exploring how the collective behavior of atoms gives rise to the unique properties of solids and liquids. This field bridges the gap between fundamental quantum mechanics and the practical engineering of everything from flexible electronics to superconductors, turning abstract theories into tangible innovations that shape our daily lives.

At Gist.Science, we process every new preprint in this category directly from arXiv to make these complex discoveries accessible to everyone. Our team generates both plain-language overviews and detailed technical summaries for each paper, ensuring that researchers, students, and curious minds alike can grasp the latest breakthroughs without getting lost in dense jargon.

Below are the latest papers in condensed matter and materials science, organized by their most recent publication dates.

🔬 materials science

Atomic-scale theory of robust out-of-plane ferroelectricity in ultrathin films

This paper develops an atomic-scale theoretical framework explaining how robust out-of-plane ferroelectricity persists in ultrathin HfO2_2- and bismuth-based films through "self-polarizing" and "switchable role of the termination layer" effects driven by characteristic structures and electrode interactions, thereby guiding the design of next-generation nanoelectronic devices.

Fengbo Yuan, Yujia Teng, Karin M. Rabe, Yubo Qi2026-06-23
🔬 materials science

INCARBench: A Benchmark for Scientific Configuration in VASP INCAR by Large Language Models

This paper introduces INCARBench, a benchmark for evaluating large language models on generating and repairing scientific configurations for VASP simulations, revealing that while frontier models achieve high semantic accuracy, they still struggle with the task-critical correctness required for physically valid settings in complex materials science scenarios.

Bin Shao, Jixiang Li, Xinyue Zhang, Baishun Yang, Zhiyang Liu, Weichao Wang2026-06-23
🔬 applied physics

Data analysis methods for powder x-ray diffraction intensity under laser-driven dynamic compression at Omega and NIF laser facilities

This paper presents advanced data analysis methods to improve the fidelity of powder x-ray diffraction intensity measurements under laser-driven dynamic compression at the Omega and NIF facilities, utilizing in-situ references and accounting for thermal damping to accurately characterize materials like diamond near 1 TPa.

Marius Millot, Federica Coppari, Amy Lazicki, Jon H. Eggert2026-06-23
🔬 materials science

Overcoming Labelled Data Scarcity for Defect Classification in Scanning Tunneling Microscopy

This paper proposes an automated, flexible approach for segmenting Scanning Tunneling Microscopy (STM) images that combines few-shot and unsupervised learning to overcome labelled data scarcity, enabling high-accuracy defect classification on diverse surfaces with minimal manual annotation.

Nikola L. Kolev, Max Trouton, Filippo Federici Canova, Geoff Thornton, David Z. Gao, Neil J. Curson, Taylor J. Z. Stock2026-06-19
🔬 materials science

Evaluating Universal Machine Learning Force Fields Against Experimental Measurements

This paper introduces UniFFBench, a comprehensive evaluation framework featuring the MinX dataset of over 1,500 mineral systems with experimental references, to reveal a significant "reality gap" where state-of-the-art universal machine learning force fields, despite strong computational benchmark performance, fail to achieve the accuracy required for practical applications when tested against real-world experimental conditions.

Sajid Mannan, Vaibhav Bihani, Carmelo Gonzales, Kin Long Kelvin Lee, Nitya Nand Gosvami, Sayan Ranu, Santiago Miret, N M (…)2026-06-19
🔬 materials science

Real-space first-principles approach to orbitronic phenomena in metallic multilayers

This paper presents a scalable, real-space first-principles method based on RS-LMTO-ASA and Chebyshev polynomial expansion to simulate orbital and spin transport phenomena in complex metallic multilayers, successfully demonstrating substantial orbital accumulation in centrosymmetric systems while naturally accounting for disorder and interface effects.

Ramon Cardias, Hugo U. R. Strand, Anders Bergman, A. B. Klautau, Tatiana G. Rappoport2026-06-19
🔬 mesoscale physics

On-surface dehydrogenative lateral homo-coupling and aromatization of n-octane on Pt(111)

This study combines scanning tunneling microscopy and ab initio calculations to reveal that the Pt(111) surface catalyzes the thermal conversion of n-octane into benzene rings via intramolecular cyclization and into polycyclic species through a zipper-like intermolecular homocoupling mechanism at temperatures above 600 K.

D. Arribas, E. Tosi, V. Villalobos-Vilda, B. Cirera, I. Palacio, A. Sáez-Coronado, P. Lacovig, A. Baraldi, L. Bignardi (…)2026-06-19
🔬 materials science

A complete phase-field fracture model for brittle materials subjected to thermal shocks

This paper presents a comprehensive phase-field fracture model for brittle materials under thermal shock that independently specifies bulk properties, strength, and toughness, successfully unifying the prediction of diverse fracture scenarios—from crack propagation to nucleation and branching—across various experimental cases where classical approaches fall short.

Bo Zeng, John E. Dolbow2026-06-19
🔬 materials science

Large Photoelasticity in Topological Antiferromagnet Mn3_3Sn Studied by Coherent Acoustic Phonon

This study demonstrates that topological antiferromagnet Mn3_3Sn exhibits an unusually large near-infrared photoelastic effect driven by coherent acoustic phonons, revealing its exceptional sensitivity to lattice distortions and establishing a foundation for ultrafast straintronics applications.

Yuchen Wang, Takuya Matsuda, Yuta Murotani, Hanyi Peng, Takumi Matsuo, Tomoya Higo, Satoru Nakatsuji, Ryusuke Matsunaga2026-06-19