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            WL meet VC
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            WL meet VC

            Jul 24, 2023

            Speakers

            CM

            Christopher Morris

            Speaker Β· 0 followers

            FG

            Floris Geerts

            Speaker Β· 0 followers

            JT

            Jan Tonshoff

            Speaker Β· 0 followers

            About

            Recently, many works studied the expressive power of graph neural networks (GNNs) by linking it to the 1-dimensional Weisfeiler-Leman algorithm (1-𝖢𝖫). Here, the 1-𝖢𝖫 is a well-studied heuristic for the graph isomorphism problem, which iteratively colors or partitions a graph's vertex set. While this connection has led to significant advances in understanding and enhancing GNNs' expressive power, it does not provide insights into their generalization performance, i.e., their ability to make…

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            I2

            ICML 2023

            Account Β· 629 followers

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