New Insights into Graph Convolutional Networks using Neural Tangent Kernels

no code implementations • 8 Oct 2021 • Mahalakshmi Sabanayagam, Pascal Esser, Debarghya Ghoshdastidar

This paper focuses on semi-supervised learning on graphs, and explains the above observations through the lens of Neural Tangent Kernels (NTKs).

Graphon based Clustering and Testing of Networks: Algorithms and Theory

1 code implementation • ICLR 2022 • Mahalakshmi Sabanayagam, Leena Chennuru Vankadara, Debarghya Ghoshdastidar

Using the proposed graph distance, we present two clustering algorithms and show that they achieve state-of-the-art results.

Classification Graph Classification +2