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What Can We Learn From MIMO Graph Convolutions?

cs.LG · 2025-05-16 · conditional · novelty 6.0

Localized MIMO graph convolutions (LMGCs) generalize many linear message-passing GNNs and are provably injective and produce linearly independent representations for almost every edge weight choice.

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  • What Can We Learn From MIMO Graph Convolutions? cs.LG · 2025-05-16 · conditional · none · ref 10

    Localized MIMO graph convolutions (LMGCs) generalize many linear message-passing GNNs and are provably injective and produce linearly independent representations for almost every edge weight choice.