Broadening Hard‐Magnet Discovery Beyond Symmetry Constraints via Unified Effective Anisotropy
A unified effective‐anisotropy descriptor (Keff) extends hard‐magnet screening across all seven crystal systems, beyond the uniaxial restriction of conventional searches. Machine‐learning screening of 9320 known ferromagnets and diffusion‐model generation together yield 38 rare‐earth‐free or ‐lean candidates with DFT‐validated magnetic hardness (κ > 1),
Hojae Kim +5 more
wiley +1 more source
Antioxidant Metabolites from <i>Justicia gendarussa</i> Fractions based on UHPLC-Q-Orbitrap-HRMS Metabolomics and Density Functional Theory Approach. [PDF]
Maulana F +3 more
europepmc +1 more source
Combined experimental and DFT + <i>U</i> analysis of lattice distortion and spin-resolved behavior in Ca-substituted Ni-Zn ferrite. [PDF]
Iskenderova G +5 more
europepmc +1 more source
Noncovalent Metal-Water Polarization Governs Helmholtz Capacitance. [PDF]
Li L, Diesen E, Hörmann NG, Reuter K.
europepmc +1 more source
Interactions on the Fermi Sphere in an All-Electron World: The Projector Augmented Wave Implementation of the Mott-Jones Hamilton Population and the Three Archetypal Sphere Packings. [PDF]
Garman LC, Fredrickson DC.
europepmc +1 more source
Enerzyme: An Efficient Reactive Neural Network Potential Training Framework for Enzyme Cluster Models with Application to Methyltransferases. [PDF]
Luo W, Kulik HJ.
europepmc +1 more source
Physics-Based AI-Augmented Workflows Discovering Candidate Graphene Quantum Dot Near-Infrared Chromophores. [PDF]
Gajula NM, Ali MH, Rana MM, Janesko BG.
europepmc +1 more source
A computational study of organic molecular crystals for photocatalytic water splitting.
Green JD +5 more
europepmc +1 more source
moTSart: accelerating automated transition state search with generative models in a low-data regime.
Galustian L +8 more
europepmc +1 more source

