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文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

A single design choice determines whether machine learning models of materials make physically impossible predictions

Machine-learned models are replacing first-principles calculations across materials discovery, and physical symmetry is the central guarantee built into them. The debate over how much symmetry to hard-wire rather than learn has run on rotations, where a symmetry error is an approximation error. Som…

source:arxiv: 2608.18714
文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

Room-Temperature Polarity Control of the Anomalous Nernst Effect in a High-Magnetic-Anisotropy Topological Nodal-Line MnAlGe

Controlling the polarity of anomalous Nernst thermopower is a promising strategy for enhancing the performances of thermoelectric applications. However, realizing such control at room temperature (RT) in topological ferromagnets with high magnetic anisotropy (Ku) remains challenging. Here, we repor…

source:arxiv: 2608.18462
文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

PowderLine: a programmatic powder diffraction analysis application

Whole-pattern fitting methods, such as Rietveld refinement, excel at extracting detailed structural, chemical, and microstructural information from powder diffraction data. Obtaining reliable results requires both considerable expertise and software-specific knowledge, and applying these methods at…

source:arxiv: 2608.17009
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Superconducting Hydride Mg2RhH6 Experimentally Achieved at Lower Pressure

Although tremendous progress has been made in recent years in the field of polyhydride superconductors, the realization of high critical temperature superconductivity still relies on formidable high pressures. Searching for superconducting hydrides at lower pressures is of particular importance. He…

source:arxiv: 2608.15745
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Magnetic reconstruction of the altermagnet α-MnTe(0001) surface driven by ligand holes

We show from first principles that the altermagnet α-MnTe reconstructs its magnetic order at the Te-terminated (0001) surface. The ground state has a ferromagnetic outermost Mn bilayer in place of the bulk-continued stacking. The driver is the holes that the surface leaves on the Te mediating the e…

source:arxiv: 2608.12878
文献arxiv2026-08-19http://creativecommons.org/publicdomain/zero/1.0/

Light Polarization Sensitive Transistor Action in the van der Waals ferroelectric 4H-SnS2

Van der Waals (vdW) ferroelectric semiconductors provide a unique platform for exploring the interplay between spontaneous polarization, electronic transport, ion migration, and photocarrier generation at the nanoscale. Here, we establish a room-temperature ferroelectric state in SnS2 and its sensi…

source:arxiv: 2608.10174
文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

Phase-Field Simulation of Dendrite Evolution in All-Solid-State Sodium Batteries during Cycling

Dendrite growth during cycling remains a critical challenge for all-solid-state batteries (SSBs), limiting the full realization of their inherent safety and high energy density. In particular, the mechanisms of continuous dendrite penetration during charge-discharge cycling remain poorly understood…

source:arxiv: 2607.15387
文献openalex2026-08-19cc-by

Superconductors in the PtPb3Bi Structure Type

Abstract The quest for new superconductors is of both fundamental and technological importance. Recently, an artificial intelligence method correctly predicted PtPb3Bi to be a superconductor. In this work, we find superconductivity in the newly synthesized MPb4–xBix (M = Au, Pd, and Rh), of which P…

doi: 10.1021/acs.chemmater.6c01826source:arxiv: 2606.26258source:openalex: https://openalex.org/W7203751157
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Ab Initio Spinor Kadanoff-Baym Approach to Nonequilibrium Electron, Phonon and Magnon Dynamics in Itinerant Ferromagnets

This work introduces a theoretical framework based on the Kadanoff-Baym equations in spinor space to study ultrafast magnetization dynamics in itinerant ferromagnetic systems from first principles. By incorporating spin-orbit coupling into the ab initio Hamiltonian and generalizing the self-energie…

source:arxiv: 2605.31467
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Examining the microscopic origin of a computationally inexpensive thermal-conductivity-based indicator for phonon hydrodynamics

Hydrodynamic heat flow, where out-of-equilibrium phonons collectively drift in response to a temperature gradient, has attracted renewed interest following its experimental observation in graphite from cryogenic to room temperatures. To rapidly screen for other materials exhibiting this unconventio…

source:arxiv: 2605.17947
文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

First-principles insights into the atomic structure of carbon-nitrogen-oxygen complex color centers in silicon

Spin-active color centers are the basis of solid-state defect systems utilized in quantum technologies. Although silicon is an emerging host material for quantum defects, there is an urgent need to characterize color centers with a non-zero electron-spin ground state in this platform, in addition t…

doi: 10.1103/dnv9-dclqsource:arxiv: 2603.02644
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Learning-Performance Evaluation of a Physical Reservoir Based on a Vortex Spin-Torque Oscillator with a Modified Free Layer

In this study, we numerically evaluate the learning performance of a vortex spin-torque oscillator (VSTO) with a modified free layer, called a modified VSTO (m-VSTO), in which an additional layer (AL) of smaller radius is stacked on the free layer, for physical reservoir computing. The vortex-core…

doi: 10.1016/j.jmmm.2026.174486source:arxiv: 2603.01351
文献arxiv2026-08-19http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Automated structure discovery for Tip Enhanced Raman Spectroscopy

Tip-Enhanced Raman Spectroscopy (TERS) provides nanoscale chemical fingerprints alongside high-resolution topographic mapping of molecules, offering a powerful tool for materials discovery. However, TERS image datasets are challenging to interpret and typically demand time-consuming, computationall…

source:arxiv: 2602.19932
文献arxiv2026-08-19http://creativecommons.org/licenses/by-nc-nd/4.0/

Beta-AlGaO/Ga2O3 Tri-Gate MOSHEMT with 70GHz fT and 55GHz fmax

We report Beta-AlGaO/Ga2O3 tri-gate heterostructure MOSHEMTs incorporating a thin 5 nm Al2O3 gate oxide layer for improved gate control and reduced leakage. The devices were fabricated on AlGaO/GaO heterostructures grown by ozone MBE on Fe-doped Ga2O3 (010) substrates. The tri-gate MOSHEMTs, with 1…

source:arxiv: 2601.13215
文献arxiv2026-08-19http://creativecommons.org/licenses/by/4.0/

Epitaxial thin film growth in the U-Ge binary system

We explore the U-Ge phase diagram using thin film growth by co-deposition of U and Ge via d.c. magnetron sputtering. Using three different single crystal substrates - MgO, CaF$_2$ and SrTiO$_3$ - we have stabilised mixed phase films of mostly UGe$_3$ and UGe, with evidence of UGe$_2$ as well. At hi…

source:arxiv: 2601.13290
文献arxiv2026-08-19http://creativecommons.org/licenses/by-nc-sa/4.0/

Toward Greater Autonomy in Materials Discovery Agents: Unifying Planning, Physics, and Scientists

We aim at designing language agents with greater autonomy for crystal materials discovery. While most of existing studies restrict the agents to perform specific tasks within predefined workflows, we aim to automate workflow planning given high-level goals and scientist intuition. To this end, we p…

source:arxiv: 2506.05616
文献arxiv2026-08-19http://creativecommons.org/publicdomain/zero/1.0/

Thermoelectric properties of Topological Weyl Semimetal Cu$_2$ZnGeTe$_4$

The exploration of topological quantum materials for thermoelectric (TE) applications offers an opportunity to combine nontrivial electronic topology with efficient energy conversion. Topological semimetals (TSMs), including Dirac, Weyl, and nodal-line systems, can exhibit favourable transport prop…

source:arxiv: 2306.11656
文献arxiv2026-08-18http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Multi-Species Multi-Reaction Model Parametrization of a Commercial NCA Positive Electrode from Half-Cell Open-Circuit Potential Data

Physics-based models of lithium-ion batteries require the open-circuit potential (OCP) of each electrode as a function of its lithiation. The multi-species multi-reaction (MSMR) model provides a compact, thermodynamically grounded description of this relationship, representing each insertion reacti…

source:arxiv: 2608.24922