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Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win

cs.LG · 2025-06-04 · conditional · novelty 6.0

Expressive sparse subnetworks of sufficiently overparameterized graph neural networks provably preserve Weisfeiler-Leman expressivity, and empirically high pre-training expressivity makes a lottery ticket far more likely to win.

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  • Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win cs.LG · 2025-06-04 · conditional · none · ref 5

    Expressive sparse subnetworks of sufficiently overparameterized graph neural networks provably preserve Weisfeiler-Leman expressivity, and empirically high pre-training expressivity makes a lottery ticket far more likely to win.