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  • title: D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching
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            D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching
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            D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching

            Jul 24, 2023

            Speakers

            XL

            Xuanzhou Liu

            Speaker · 0 followers

            LZ

            Lin Zhang

            Speaker · 0 followers

            JS

            Jiaqi Sun

            Speaker · 0 followers

            About

            Subgraph matching is a fundamental building block for graph-based applications and is challenging due to its high-order combinatorial nature. Existing studies usually tackle it by combinatorial optimization or learning-based methods. However, they suffer from exponential computational costs or searching the matching without theoretical guarantees. In this paper, we develop D2Match by leveraging the efficiency of Deep learning and Degeneracy for subgraph matching. More specifically, we first prov…

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            I2
            I2

            ICML 2023

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