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Permutation invariant representations with applications to graph deep learning

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2025 1

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Monotone and Separable Set Functions: Characterizations and Neural Models

cs.LG · 2025-10-24 · conditional · novelty 5.0

Exact subset-order-preserving ('MAS') embeddings need dimension ≥|V| on finite ground sets and do not exist for infinite ground sets; the paper relaxes to weakly-MAS hat-activation models with Hölder-stability and probability-of-separation bounds.

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  • Monotone and Separable Set Functions: Characterizations and Neural Models cs.LG · 2025-10-24 · conditional · none · ref 26

    Exact subset-order-preserving ('MAS') embeddings need dimension ≥|V| on finite ground sets and do not exist for infinite ground sets; the paper relaxes to weakly-MAS hat-activation models with Hölder-stability and probability-of-separation bounds.