Matches in SemOpenAlex for { <https://semopenalex.org/work/W4323322916> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4323322916 abstract "This paper introduces a framework for formally establishing a connection between a portion of an algebraic language and a Graph Neural Network (GNN). The framework leverages Context-Free Grammars (CFG) to organize algebraic operations into generative rules that can be translated into a GNN layer model. As CFGs derived directly from a language tend to contain redundancies in their rules and variables, we present a grammar reduction scheme. By applying this strategy, we define a CFG that conforms to the third-order Weisfeiler-Lehman (3-WL) test using MATLANG. From this 3-WL CFG, we derive a GNN model, named G$^2$N$^2$, which is provably 3-WL compliant. Through various experiments, we demonstrate the superior efficiency of G$^2$N$^2$ compared to other 3-WL GNNs across numerous downstream tasks. Specifically, one experiment highlights the benefits of grammar reduction within our framework." @default.
- W4323322916 created "2023-03-07" @default.
- W4323322916 creator A5012852063 @default.
- W4323322916 creator A5024906057 @default.
- W4323322916 creator A5063944469 @default.
- W4323322916 creator A5064763619 @default.
- W4323322916 creator A5065020401 @default.
- W4323322916 creator A5082792285 @default.
- W4323322916 creator A5087269160 @default.
- W4323322916 date "2023-03-02" @default.
- W4323322916 modified "2023-10-06" @default.
- W4323322916 title "Technical report: Graph Neural Networks go Grammatical" @default.
- W4323322916 doi "https://doi.org/10.48550/arxiv.2303.01590" @default.
- W4323322916 hasPublicationYear "2023" @default.
- W4323322916 type Work @default.
- W4323322916 citedByCount "0" @default.
- W4323322916 crossrefType "posted-content" @default.
- W4323322916 hasAuthorship W4323322916A5012852063 @default.
- W4323322916 hasAuthorship W4323322916A5024906057 @default.
- W4323322916 hasAuthorship W4323322916A5063944469 @default.
- W4323322916 hasAuthorship W4323322916A5064763619 @default.
- W4323322916 hasAuthorship W4323322916A5065020401 @default.
- W4323322916 hasAuthorship W4323322916A5082792285 @default.
- W4323322916 hasAuthorship W4323322916A5087269160 @default.
- W4323322916 hasBestOaLocation W43233229161 @default.
- W4323322916 hasConcept C111335779 @default.
- W4323322916 hasConcept C125950753 @default.
- W4323322916 hasConcept C132525143 @default.
- W4323322916 hasConcept C134306372 @default.
- W4323322916 hasConcept C138885662 @default.
- W4323322916 hasConcept C151730666 @default.
- W4323322916 hasConcept C154945302 @default.
- W4323322916 hasConcept C199360897 @default.
- W4323322916 hasConcept C204321447 @default.
- W4323322916 hasConcept C2524010 @default.
- W4323322916 hasConcept C26022165 @default.
- W4323322916 hasConcept C2779343474 @default.
- W4323322916 hasConcept C33923547 @default.
- W4323322916 hasConcept C39890363 @default.
- W4323322916 hasConcept C41008148 @default.
- W4323322916 hasConcept C41895202 @default.
- W4323322916 hasConcept C42383842 @default.
- W4323322916 hasConcept C50644808 @default.
- W4323322916 hasConcept C53893814 @default.
- W4323322916 hasConcept C80444323 @default.
- W4323322916 hasConcept C86803240 @default.
- W4323322916 hasConcept C9376300 @default.
- W4323322916 hasConcept C97042676 @default.
- W4323322916 hasConcept C97212296 @default.
- W4323322916 hasConceptScore W4323322916C111335779 @default.
- W4323322916 hasConceptScore W4323322916C125950753 @default.
- W4323322916 hasConceptScore W4323322916C132525143 @default.
- W4323322916 hasConceptScore W4323322916C134306372 @default.
- W4323322916 hasConceptScore W4323322916C138885662 @default.
- W4323322916 hasConceptScore W4323322916C151730666 @default.
- W4323322916 hasConceptScore W4323322916C154945302 @default.
- W4323322916 hasConceptScore W4323322916C199360897 @default.
- W4323322916 hasConceptScore W4323322916C204321447 @default.
- W4323322916 hasConceptScore W4323322916C2524010 @default.
- W4323322916 hasConceptScore W4323322916C26022165 @default.
- W4323322916 hasConceptScore W4323322916C2779343474 @default.
- W4323322916 hasConceptScore W4323322916C33923547 @default.
- W4323322916 hasConceptScore W4323322916C39890363 @default.
- W4323322916 hasConceptScore W4323322916C41008148 @default.
- W4323322916 hasConceptScore W4323322916C41895202 @default.
- W4323322916 hasConceptScore W4323322916C42383842 @default.
- W4323322916 hasConceptScore W4323322916C50644808 @default.
- W4323322916 hasConceptScore W4323322916C53893814 @default.
- W4323322916 hasConceptScore W4323322916C80444323 @default.
- W4323322916 hasConceptScore W4323322916C86803240 @default.
- W4323322916 hasConceptScore W4323322916C9376300 @default.
- W4323322916 hasConceptScore W4323322916C97042676 @default.
- W4323322916 hasConceptScore W4323322916C97212296 @default.
- W4323322916 hasLocation W43233229161 @default.
- W4323322916 hasOpenAccess W4323322916 @default.
- W4323322916 hasPrimaryLocation W43233229161 @default.
- W4323322916 hasRelatedWork W1557335907 @default.
- W4323322916 hasRelatedWork W1586408085 @default.
- W4323322916 hasRelatedWork W1656514314 @default.
- W4323322916 hasRelatedWork W1967762699 @default.
- W4323322916 hasRelatedWork W2010532332 @default.
- W4323322916 hasRelatedWork W2031107864 @default.
- W4323322916 hasRelatedWork W2512382615 @default.
- W4323322916 hasRelatedWork W281298494 @default.
- W4323322916 hasRelatedWork W4286266684 @default.
- W4323322916 hasRelatedWork W59084530 @default.
- W4323322916 isParatext "false" @default.
- W4323322916 isRetracted "false" @default.
- W4323322916 workType "article" @default.