Graph Neural Network

Network Interdiction Goes Neural featured image

Network Interdiction Goes Neural

Solving Network Interdiction Problems with Graph Neural Networks

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Lei Zhang
Unifying Spectral and Spatial Graph Neural Networks featured image

Unifying Spectral and Spatial Graph Neural Networks

Explore state-of-the-art GNNs and present a comprehensive framework that bridges the spatial and spectral domains, clarifying their interrelationship

Zhiqian Chen
Infinitely Deep Graph Transformation Networks featured image

Infinitely Deep Graph Transformation Networks

Deep Equilibrium Model for Node-Edge Co-Evolution Graph Neural Network

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Lei Zhang
Fast and adaptive dynamics-on-graphs to dynamics-of-graphs translation featured image

Fast and adaptive dynamics-on-graphs to dynamics-of-graphs translation

Neural architecture search + echo-state encoder

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Lei Zhang