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# Virtual-Alloy Physics-Aware Semantic System

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  1. arXiv

    Perovskite models stumble on new alloys: encoding solid-solution continuity cuts unseen-alloy error by 15.7–19.0%

    V-PaSS encodes the physical continuity of perovskite solid solutions, cutting error by 15.7–19.0% on unseen absorber alloys under a protocol where every test device comes from an unseen laboratory.

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