Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting

Giorgos Bouritsas, Fabrizio Frasca, Stefanos Zafeiriou, +1

IEEE Transactions on Pattern Analysis and Machine Intelligence

Graph Representation LearningEngineeringNetwork AnalysisGraph Signal ProcessingGraph Processing +14

Fake News Detection on Social Media using Geometric Deep Learning

Federico Monti, Fabrizio Frasca, Davide Eynard, +2

arXiv (Cornell University)

Fake NewsEngineeringMachine LearningCommunicationRumor Spreading +14

Temporal Graph Networks for Deep Learning on Dynamic Graphs

Emanuele Rossi, Ben Chamberlain, Fabrizio Frasca, +3

arXiv (Cornell University)

Dynamic GraphsGraph Representation LearningMachine LearningEngineeringNetwork Analysis +14

Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks

Cristian Bodnar, Fabrizio Frasca, Yu Guang Wang, +4

arXiv (Cornell University)

EngineeringMachine LearningNetwork AnalysisGraph ProcessingData Science +15

Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting

Giorgos Bouritsas, Fabrizio Frasca, Stefanos Zafeiriou, +1

arXiv (Cornell University)

Graph Representation LearningEngineeringNetwork AnalysisGraph Signal ProcessingGraph Processing +14

Edge Directionality Improves Learning on Heterophilic Graphs

Emanuele Rossi, Bertrand Charpentier, Francesco Di Giovanni, +3

arXiv (Cornell University)

Geometric LearningGraph Neural NetworksNetwork ScienceGraph TheoryData Science +11

Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries

Fabrizio Frasca, Beatrice Bevilacqua, Michael M. Bronstein, +1

arXiv (Cornell University)

Expressive PowerNetwork ScienceGraph TheoryData ScienceEngineering +11

Graph Neural Networks for Link Prediction with Subgraph Sketching

Benjamin Paul Chamberlain, S. Shirobokov, Emanuele Rossi, +5

arXiv (Cornell University)

Structural FeaturesGraph Neural NetworksNetwork ScienceGraph TheoryData Science +13

Accurate and highly interpretable prediction of gene expression from histone modifications

Fabrizio Frasca, Matteo Matteucci, Michele Leone, +2

BMC Bioinformatics

Equivariant Subgraph Aggregation Networks

Beatrice Bevilacqua, Fabrizio Frasca, Derek Lim, +5

arXiv (Cornell University)

Graph Neural NetworkNetwork ScienceGraph TheoryData ScienceMachine Learning +12