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

A high-dimensional neural network potential for finite-temperature phenomena in NiTi martensite

This paper presents a rigorously validated high-dimensional neural network potential trained on DFT data that accurately captures the subtle energetics and anisotropic deformation mechanisms of NiTi martensite, enabling robust finite-temperature molecular dynamics simulations of large-scale systems over nanosecond time scales.

Petr Jaroš, Petr Sedlák, Petr Šesták, Miroslav Černý, Jörg Behler, Hanuš Seiner2026-07-24
🔬 materials science

Analytical Forces from the Bethe-Salpeter Equation for Large-Scale Excited-State Relaxation

This paper presents an efficient, GPU-accelerated plane-wave implementation of analytical nuclear forces within the Bethe-Salpeter equation framework, enabling scalable excited-state relaxation studies for large solid-state systems and demonstrating its ability to correct semilocal TDDFT errors in defect environments like hexagonal boron nitride.

Yu Jin, Victor Wen-zhe Yu, Marco Govoni, Giulia Galli2026-07-24
🔬 materials science

First-principles calculation of electron-phonon spectral functions for defects using phonon interpolation

This paper introduces a phonon-interpolation method that combines localized ab initio calculations with dense qq-point grid sampling to accurately compute electron-phonon spectral functions and optical lineshapes for defects in wide-band-gap semiconductors, overcoming the resolution limits of standard supercell approaches as demonstrated on the nitrogen-vacancy center in diamond.

Zoltan Santha, Gergo Thiering2026-07-24
🔬 materials science

Photo-induced currents and short-term memory for reservoir computing in a ferroelectric semiconductor

This study demonstrates that the ferroelectric semiconductor ErMnO3_3 can function as an energy-efficient physical reservoir for temporal information processing by utilizing its photo-induced currents and controllable relaxation dynamics to significantly improve the recognition accuracy of time-varying light pulses.

Yan Meng Chong, Atreya Majumdar, Manuel Zahn, Ingvild Hansen, Karin Everschor-Sitte, Dennis Meier2026-07-24
🔬 materials science

Complete Raman Tensor Determination in Birefringent ββ-Ga2_2O3_3 by Single-Stage Hyperspectral Analysis of Polarization Angle-Resolved Raman Spectra

This study achieves the complete quantitative determination of the energies and relative Raman tensor elements for all 15 Raman-active modes in monoclinic β\beta-Ga2_2O3_3 by combining polarization angle-resolved Raman spectroscopy on multiple crystal planes with a novel fitting procedure that explicitly accounts for the material's birefringence.

Hans Tornatzky, Jonas Rose, Moritz Meißner, Benjamin M. Janzen, Zbigniew Galazka, Juan Sebastián Reparaz, Manfred E. Ram (…)2026-07-24
🔬 mesoscale physics

Visualization of Defect Electronic States in Layered Semiconductor CrSBr

Using scanning tunneling microscopy/spectroscopy combined with ab initio simulations, this study identifies a b-axis-aligned double sulfur vacancy as a common intrinsic defect in CrSBr and characterizes its structural and electronic signatures near the valence band edge.

Jonathan Brunette, Joost Aretz, Kiyoung Jo, Aljoscha Soll, Zdeněk Sofer, Malte Rösner, Nathan Guisinger, Adina Luican-Ma (…)2026-07-24
🔬 mesoscale physics

Supercurrent effect in a charge density wave intertwined superconductor

This study demonstrates that in superconducting NbSe2, Meissner currents induced by an in-plane magnetic field selectively Doppler-shift Bogoliubov quasiparticle spectra at charge density wave vectors, thereby driving a symmetry-breaking transition in CDW modulations and enabling momentum-space engineering of intertwined electronic phases.

Zhen Zhu, Wei Cheng, Dang Liu, Pengyu Hu, Yi Yang, Qiaoyan Yu, Shasha Xue, Ruijun Xi, Xingsen Chen, Jice Sun, Dandan Gua (…)2026-07-24
🔬 materials science

Sequential Topological Superconductivity in a Square Lattice with Chiral Charge Density Waves

This paper theoretically demonstrates that the coexistence of a real bond modulation and a chiral flux phase in a square-lattice superconductor breaks time-reversal symmetry to drive the system into topologically nontrivial phases with Chern numbers of ±2\pm 2, which are experimentally detectable via quantized thermal Hall conductivity.

Zhong-Xian Jin, Junkang Huang, Yu-Xuan Li, Tao Zhou2026-07-24
🔬 materials science

Polaronic Optical Transitions in Hematite (αFe2O3α-Fe_{2}O_{3}) Revealed by First-Principles Electron-Phonon Coupling

Using first-principles DFT+U+J computations, this study demonstrates that the optical properties of hematite (α\alpha-Fe2_2O3_3) are governed by polaronic transitions involving electron localization on adjacent iron atoms coupled to specific longitudinal optical phonons, thereby accurately reproducing the material's temperature-dependent dielectric function and Raman spectra.

Jacob L. Shelton, Kathryn E. Knowles2026-07-23
🔬 materials science

Microscopic Mechanism of the Thermal Amorphization of ZIF-4 and Melting of ZIF-zni Revealed via Molecular Dynamics and Machine Learning Techniques

This study employs molecular dynamics simulations and machine learning to reveal that the thermal amorphization of ZIF-4 and melting of ZIF-zni proceed via distinct two-step mechanisms involving connectivity changes around Zn2+^{2+} centers, with ZIF-4's non-isotropic amorphization driven by density and bond lability.

Emilio Mendez, Rocio Semino2026-07-23