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07/01/2023
Re-Think and Re-Design Graph Neural Networks in Spaces of Continuous Graph Diffusion Functionals
Graph neural networks (GNNs) are widely used in domains like social netw...
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07/28/2021
Neural Network Approximation of Refinable Functions
In the desire to quantify the success of neural networks in deep learnin...
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01/05/2020
Non-Convex Planar Harmonic Maps
We formulate a novel characterization of a family of invertible maps bet...
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07/31/2018
Gaussian Process Landmarking for Three-Dimensional Geometric Morphometrics
We demonstrate applications of the Gaussian process-based landmarking al...
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02/09/2018
Gaussian Process Landmarking on Manifolds
As a means of improving analysis of biological shapes, we propose a gree...
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09/21/2014