Machine Learning of First Principles Observables
E. Gelžinytė, Gábor Csányi, Janine George et al.
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Preprint
Jul 2026
MatBind: A Shared Embedding Space for Multimodal Materials Characterization
MatBind is presented, a contrastive learning framework that aligns four materials modalities -- crystal structure, powder X-ray diffraction simulated from structures, density of states, and text -- into a unified embedding space using crystal structure as the central physical anchor and induces alignment between modali...
Le Yang, A. Chandran, Jona Ostreicher et al.
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