Search Results for author: Franka Bause

Found 4 papers, 2 papers with code

On the Two Sides of Redundancy in Graph Neural Networks

no code implementations6 Oct 2023 Franka Bause, Samir Moustafa, Johannes Langguth, Wilfried N. Gansterer, Nils M. Kriege

Message passing neural networks iteratively generate node embeddings by aggregating information from neighboring nodes.

Gradual Weisfeiler-Leman: Slow and Steady Wins the Race

1 code implementation19 Sep 2022 Franka Bause, Nils M. Kriege

The classical Weisfeiler-Leman algorithm aka color refinement is fundamental for graph learning with kernels and neural networks.

Graph Learning Isomorphism Testing

Computing Optimal Assignments in Linear Time for Approximate Graph Matching

no code implementations29 Jan 2019 Nils M. Kriege, Pierre-Louis Giscard, Franka Bause, Richard C. Wilson

In this paper, we develop an algorithm which can find an optimal assignment in linear time when the cost function between objects is represented by a tree distance.

Graph Matching

Cannot find the paper you are looking for? You can Submit a new open access paper.