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cs.LG 1

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2024 1

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CONDITIONAL 1

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Self-Supervised Learning for Ordered Three-Dimensional Structures

cs.LG · 2024-11-22 · conditional · novelty 6.0

Self-supervised geometric-algebra networks trained on idealized crystal data produce embeddings that separate pre-crystallization liquids better than Steinhardt order parameters, and support transfer learning between structural tasks.

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  • Self-Supervised Learning for Ordered Three-Dimensional Structures cs.LG · 2024-11-22 · conditional · none · ref 3

    Self-supervised geometric-algebra networks trained on idealized crystal data produce embeddings that separate pre-crystallization liquids better than Steinhardt order parameters, and support transfer learning between structural tasks.