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High-throughput identification and characterization of two-dimensional materials using density functional theory

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Siamese Foundation Models for Crystal Structure Prediction

cond-mat.mtrl-sci · 2025-03-13 · unverdicted · novelty 6.0

DAO pretrains Siamese diffusion-based models on stable/unstable crystal data to achieve 100% experimental match on Cr6Os2 and 2000x speedup over DFT on real superconductors.

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  • Siamese Foundation Models for Crystal Structure Prediction cond-mat.mtrl-sci · 2025-03-13 · unverdicted · none · ref 13

    DAO pretrains Siamese diffusion-based models on stable/unstable crystal data to achieve 100% experimental match on Cr6Os2 and 2000x speedup over DFT on real superconductors.