29 citations · 34 across the 6 of their papers we have counts for
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cs.LG2021★ 1 cited
Robust Certification for Laplace Learning on Geometric Graphs
Matthew Thorpe, Bao Wang
Graph Laplacian (GL)-based semi-supervised learning is one of the most used approaches for classifying nodes in a graph. Understanding and certifying the adversarial robustness of…
cs.LG2020★ 29 cited
Poisson Learning: Graph Based Semi-Supervised Learning At Very Low Label Rates
Jeff Calder, Brendan Cook, Matthew Thorpe +1
We propose a new framework, called Poisson learning, for graph based semi-supervised learning at very low label rates. Poisson learning is motivated by the need to address the dege…