Author

Vladimir V. Gusev

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#machine learning Preprint Oct 2026

PXtal: Learning to Align Powder X-Ray Diffraction and Crystal Structures under Information Asymmetry across Modalities

Scientific multimodal learning commonly assumes that paired views are comparably informative. Powder X-ray diffraction (PXRD) makes this mismatch explicit: compressing a three-dimensional crystal structure into a one-dimensional diffraction pattern loses information and makes the pattern harder to connect to the crysta...

Zhuo-Ran Yang, Christopher M. Collins, Bei Peng et al. · 0 citations

Preprint Aug 2026

Scientific applications of quantum computing: challenges and opportunities

It is argued that near-term value is most likely to come from disciplined workflow integration rather than wholesale replacement of classical methods, and quantum computing will become scientifically valuable when it demonstrably reduces uncertainty in computed energies, rates, spectra, or materials stability after the...

Bruno Camino, C. R. Catlow, J. Buckeridge et al. · 0 citations