Skip to content

Author

Aayush Pokhrel

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#graph neural networks Open access Oct 2026

Noise to One, Signal to Another: Under Strong Heterophily, a Separate Self-Path Decides Whether Edges Help a GNN

When edges are removed from a graph, do graph neural networks lose performance because they lose information, or because they lose specific structural signals? We study this with a controlled edge-removal probe. We sparsify graphs from 0% to 95% under three strategies: random removal, removal of cross-label (heterophil...

Aayush Pokhrel · 0 citations
#graph neural networks Open access Oct 2026

Noise to One, Signal to Another: Under Strong Heterophily, a Separate Self-Path Decides Whether Edges Help a GNN

When edges are removed from a graph, do graph neural networks lose performance because they lose information, or because they lose specific structural signals? We study this with a controlled edge-removal probe. We sparsify graphs from 0% to 95% under three strategies: random removal, removal of cross-label (heterophil...

Aayush Pokhrel · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.