Differential Equation for graphs

[rakuten]

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On Neural Differential Equations

PDE on graph

• ICML 2020 Continuous Graph Neural Networks
• [1911.07532] Graph Neural Ordinary Differential Equations
• ICML 2021 GRAND: Graph Neural Diffusion / [blog]
• GRAND++: Graph Neural Diffusion with A Source Term | OpenReview
• NIPS 2020: DiffGCN: Graph Convolutional Networks via Differential Operators and Algebraic Multigrid Pooling
• Ordinary differential equations on graph networks | OpenReview
• Continuous Graph Flow | OpenReview
• [2102.10739] Dissecting the Diffusion Process in Linear Graph Convolutional Networks

Solve PDE with graph

• ICML 2020: Combining differentiable PDE solvers and graph neural networks for fluid flow prediction