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math.OC2022★ 2 cited
A Nonlocal Graph-PDE and Higher-Order Geometric Integration for Image Labeling
Dmitrij Sitenko, Bastian Boll, Christoph Schnörr
This paper introduces a novel nonlocal partial difference equation (G-PDE) for labeling metric data on graphs. The G-PDE is derived as nonlocal reparametrization of the assignment…
stat.ML2022
Self-Certifying Classification by Linearized Deep Assignment
Bastian Boll, Alexander Zeilmann, Stefania Petra +1
We propose a novel class of deep stochastic predictors for classifying metric data on graphs within the PAC-Bayes risk certification paradigm. Classifiers are realized as linearly…