“Now, I am looking for good resources to really dive into this field.”

“AI is a supplementary tool. Always verify the output.”

“Enterprise agent adoption feels like the obvious near-term shift, but the second part is more interesting to me: scientific acceleration. If agents meaningfully speed up research, especially in materials, biology and compute efficiency, the downstream effects could matter more than consumer AI gains.”

“The predicted melting temperature of 6225 K at 330 GPa.”

“Ion-conducting pathways are quasi one-dimensional at short times and evolve into larger, branched structures characterized by a robust fractal dimension $d_f\simeq1.7$.”

“Standard methods capture the qualitative electride character and many key energetic and structural trends with surprising reliability.”

“The paper highlights that the heavy mass of Te atoms, weak Sn-Te bonding, and flat acoustic branches are key factors contributing to the ultralow lattice thermal conductivity.”

“…a solid-state crystal H9@C20 formed by embedding hydrogen atoms into C20 fullerene cages and utilizing chemical precompression, which remains stable under ambient pressure and temperature conditions and exhibits metallic properties.”

“Including quantum anharmonicity simplifies the free-energy landscape and is essential for correct stability rankings, that is especially important for high-temperature phases that could be missed in classical 0 K CSP.”

“The number of crack spikes increases with the viscosity of the subphase.”

“The paper successfully examines a relationship between the thermal and magnetic properties of the ferromagnetic amorphous alloy under its non-linear deformation, using the critical exponents.”

“The temperature dependence of the spontaneous magnetization of Ni2MnGa and other ferromagnets can be described in reduced coordinates by the superellipse equation using a single dimensionless parameter.”

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“The molecular design of panchromatic photovoltaic materials should move beyond molecular-level optimization toward synergistic tuning among molecules, semiconductors, and electrolytes or active-layer materials, thereby providing concrete conceptual guidance for achieving efficiency optimization rather than simple spectral maximization.”

“The hybridization of Fe 3d and half-filled Ta 5dz2 orbitals suppresses the Mott insulating state for an adatom at the center of a CDW cluster.”

“Carbon transport is dominated by facet-dependent surface diffusion, bounding sustainable supply on a 2.0 nm particle to ~44 carbon atoms per μs on the slow (10̄11) facet.”

“The paper classifies spin effects into four categories with each having two subtypes; representative materials are pointed out.”

“Increasing strain rate promotes the activation of a growing number of stronger sites. Dislocation avalanches become larger through the superposition of simultaneous events and because stronger obstacles are required to arrest them.”

“The paper reports "exceptionally high deposition rate of 8.7 μm/h with less than 1% AOGs and controllable stress tuning" and "exceptional wafer-average piezoelectric coefficients (d33,f =15.62 pm/V and e31,f = -2.9 C/m2)".”

“Molecular dynamics simulations of 5 keV cascades predict enhanced peak defect production and recombination relative to a widely used empirical potential, indicating different cascade evolution.”

“Cube particles form a simple square assembly, overcoming lattice/topology incompatibility, and maximize entropy by distributing eight three-fold defects evenly on the sphere.”

“The paper demonstrates device-relevant ultrabroadband near-infrared (NIR) photonics by integrating element-specific roles within an entropy-stabilized lattice.”

“The paper identifies three equilibrium phases: a mixed phase where rings interpenetrate, and two segregated phases (expanded and collapsed).”

“The device achieves an open-circuit voltage up to 0.6 V, a responsivity of 809 mA/W, and a fast response time of 18.3 us.”

“Reconstruction is governed by a unified thermodynamic mechanism where high-index facets correspond to specific local minima in the surface energy landscape.”

“V doping enhances Ti-O covalence and introduces mid-gap states, resulting in a reduced band gap and improved charge transfer.”

“The $R$ and $ρ$ of $Cu/Ge/SiO_2$ films were found to degrade much more slowly than similar characteristics of $Cu/SiO_2$ films of the same thickness.”

“Atomic-scale visualization of d-wave altermagnetism is the core achievement.”

“The article's content would likely delve into the specifics of the material, the experimental methods used, and the observed results regarding the amplification of the topological Hall signal.”

“The paper employs Bayesian model calibration (BMC) for probabilistic estimates of material parameters and conducts global sensitivity analysis to quantify the impact of uncertainties.”

“Free-moving particles act as kinetic catalysts for spontaneous knotting.”

“The article is based on DFT+DMFT calculations, a computational method.”

“MB-pol is in qualitatively good agreement with the experiment in all properties tested, whereas the four DFT functionals incorrectly predict that NQEs increase the melting temperature.”

“Hydrogen concentration gets localized in the colder region of the body (Soret effect).”

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“The paper finds a nearly-flat nondegenerate unstable branch associated with inplane rotations of the IrO₆ octahedra and that phases with rotations in every IrO₆ layer are lower in energy.”

“Biaxial strain acts as a tuning parameter for Fermi surface topology and magnetic correlations.”

“The primary Al4Mn hexagonal prisms nucleate and grow with high kinetic anisotropy -70 times faster in the axial direction than the radial direction.”

“The method demonstrated in this work opens up a new way to achieve fast, universal, and experiment-calibrated XANES prediction.”

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“The analytical model reveals the presence of minimisation points of the breathing coefficient dependent on the initial granular organisation, showing possible ways to minimise the breathing of a granular material.”

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“The study reveals a transformation from a 4a0 × 4a0 CDW order to a √7a0 × √3a0 ordering upon intercalation, associated with an insulating gap.”

“The transition from disordered fluorite to ordered bixbyite is driven primarily by compositional and vacancy-ordering effects, rather than through changes in cation valence.”

“The OPoly26 dataset contains more than 6.57 million density functional theory (DFT) calculations on up to 360 atom clusters derived from polymeric systems.”

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“The article is sourced from ArXiv, indicating it's a pre-print or research paper.”