29 citations · 79 across the 18 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…
math.OC2021★ 2 cited
The Linearized Hellinger--Kantorovich Distance
Tianji Cai, Junyi Cheng, Bernhard Schmitzer +1
In this paper we study the local linearization of the Hellinger--Kantorovich distance via its Riemannian structure. We give explicit expressions for the logarithmic and exponential…