zshwuhan / Sheaf-Laplacian-GP

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Sheaf Laplacian Gaussian Processes

This repository implements learning a Sheaf Laplacian within a kernel function of a Gaussian process, giving us a Sheaf GP.

The main implementation using the same splits as Transductive Kernels for Gaussian Processes on Graphs can be found in sheaf_gp.py.

Implementation using the same splits as Neural Sheaf Diffusion can be found in sheaf_gp_nsd.py, the raw files are stored in the splits folder.

Lastly, various kernels can be found in kernels.py.

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