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08/29/2023
Structural Node Embeddings with Homomorphism Counts
Graph homomorphism counts, first explored by Lovász in 1967, have recent...
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04/14/2022
Solving AC Power Flow with Graph Neural Networks under Realistic Constraints
In this paper we propose a graph neural network architecture solving the...
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02/17/2021
Graph Learning with 1D Convolutions on Random Walks
We propose CRaWl (CNNs for Random Walks), a novel neural network archite...
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05/20/2020
The Effects of Randomness on the Stability of Node Embeddings
We systematically evaluate the (in-)stability of state-of-the-art node e...
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09/18/2019