Matches in SemOpenAlex for { <https://semopenalex.org/work/W2920053903> ?p ?o ?g. }
- W2920053903 abstract "This work generalizes graph neural networks (GNNs) beyond those based on the Weisfeiler-Lehman (WL) algorithm, graph Laplacians, and diffusions. Our approach, denoted Relational Pooling (RP), draws from the theory of finite partial exchangeability to provide a framework with maximal representation power for graphs. RP can work with existing graph representation models and, somewhat counterintuitively, can make them even more powerful than the original WL isomorphism test. Additionally, RP allows architectures like Recurrent Neural Networks and Convolutional Neural Networks to be used in a theoretically sound approach for graph classification. We demonstrate improved performance of RP-based graph representations over state-of-the-art methods on a number of tasks." @default.
- W2920053903 created "2019-03-11" @default.
- W2920053903 creator A5021018207 @default.
- W2920053903 creator A5035917702 @default.
- W2920053903 creator A5075077308 @default.
- W2920053903 creator A5083409558 @default.
- W2920053903 date "2019-03-06" @default.
- W2920053903 modified "2023-09-23" @default.
- W2920053903 title "Relational Pooling for Graph Representations" @default.
- W2920053903 cites W1517808374 @default.
- W2920053903 cites W1533473741 @default.
- W2920053903 cites W1548573677 @default.
- W2920053903 cites W1899311411 @default.
- W2920053903 cites W1955857676 @default.
- W2920053903 cites W1964513093 @default.
- W2920053903 cites W1983364832 @default.
- W2920053903 cites W1985009003 @default.
- W2920053903 cites W1990838964 @default.
- W2920053903 cites W1994616650 @default.
- W2920053903 cites W2018415308 @default.
- W2920053903 cites W2064675550 @default.
- W2920053903 cites W2110361616 @default.
- W2920053903 cites W2116341502 @default.
- W2920053903 cites W2119446222 @default.
- W2920053903 cites W2128002512 @default.
- W2920053903 cites W2134207659 @default.
- W2920053903 cites W2146502635 @default.
- W2920053903 cites W2147800946 @default.
- W2920053903 cites W2157331557 @default.
- W2920053903 cites W2159156271 @default.
- W2920053903 cites W2181072414 @default.
- W2920053903 cites W2189911347 @default.
- W2920053903 cites W2279221249 @default.
- W2920053903 cites W2558460151 @default.
- W2920053903 cites W2558748708 @default.
- W2920053903 cites W2565684601 @default.
- W2920053903 cites W2594183968 @default.
- W2920053903 cites W2594345251 @default.
- W2920053903 cites W2624431344 @default.
- W2920053903 cites W2788359323 @default.
- W2920053903 cites W2793523712 @default.
- W2920053903 cites W2805516822 @default.
- W2920053903 cites W2809343047 @default.
- W2920053903 cites W2811124557 @default.
- W2920053903 cites W2883583109 @default.
- W2920053903 cites W2900470550 @default.
- W2920053903 cites W2907282493 @default.
- W2920053903 cites W2909878113 @default.
- W2920053903 cites W2950409726 @default.
- W2920053903 cites W2951659295 @default.
- W2920053903 cites W2952148714 @default.
- W2920053903 cites W2952433032 @default.
- W2920053903 cites W2962711740 @default.
- W2920053903 cites W2962731536 @default.
- W2920053903 cites W2962767366 @default.
- W2920053903 cites W2962810718 @default.
- W2920053903 cites W2962988969 @default.
- W2920053903 cites W2963460103 @default.
- W2920053903 cites W2963847532 @default.
- W2920053903 cites W2963858333 @default.
- W2920053903 cites W2963984147 @default.
- W2920053903 cites W2964015378 @default.
- W2920053903 cites W2964113829 @default.
- W2920053903 cites W2964114465 @default.
- W2920053903 cites W2964121744 @default.
- W2920053903 cites W2964145825 @default.
- W2920053903 cites W2964311892 @default.
- W2920053903 cites W2964321699 @default.
- W2920053903 cites W3146803896 @default.
- W2920053903 cites W416686103 @default.
- W2920053903 cites W75383027 @default.
- W2920053903 hasPublicationYear "2019" @default.
- W2920053903 type Work @default.
- W2920053903 sameAs 2920053903 @default.
- W2920053903 citedByCount "26" @default.
- W2920053903 countsByYear W29200539032019 @default.
- W2920053903 countsByYear W29200539032020 @default.
- W2920053903 countsByYear W29200539032021 @default.
- W2920053903 crossrefType "posted-content" @default.
- W2920053903 hasAuthorship W2920053903A5021018207 @default.
- W2920053903 hasAuthorship W2920053903A5035917702 @default.
- W2920053903 hasAuthorship W2920053903A5075077308 @default.
- W2920053903 hasAuthorship W2920053903A5083409558 @default.
- W2920053903 hasConcept C115624301 @default.
- W2920053903 hasConcept C132525143 @default.
- W2920053903 hasConcept C154945302 @default.
- W2920053903 hasConcept C17744445 @default.
- W2920053903 hasConcept C185592680 @default.
- W2920053903 hasConcept C195818886 @default.
- W2920053903 hasConcept C199539241 @default.
- W2920053903 hasConcept C203436722 @default.
- W2920053903 hasConcept C203776342 @default.
- W2920053903 hasConcept C22149727 @default.
- W2920053903 hasConcept C2776359362 @default.
- W2920053903 hasConcept C41008148 @default.
- W2920053903 hasConcept C61665672 @default.
- W2920053903 hasConcept C64339825 @default.
- W2920053903 hasConcept C70437156 @default.
- W2920053903 hasConcept C8010536 @default.
- W2920053903 hasConcept C80444323 @default.