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Zero-shot Node Classification with Decomposed Graph Prototype Network

Zheng Wang, Jialong Wang, Yuchen Guo, Zhiguo Gong

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Abstract

Node classification is a central task in graph data analysis. Scarce or even no labeled data of emerging classes is a big challenge for existing methods. A natural question arises: can we classify the nodes from those classes that have never been seen?

Topics & Concepts

Computer scienceGraphNode (physics)Big dataTask (project management)Zero (linguistics)Data miningArtificial intelligenceTheoretical computer scienceEngineeringLinguisticsSystems engineeringPhilosophyStructural engineeringAdvanced Graph Neural NetworksComplex Network Analysis TechniquesGraph Theory and Algorithms