no code implementations • 6 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.
1 code implementation • 19 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.
2 code implementations • 16 Jul 2020 • Christopher Morris, Nils M. Kriege, Franka Bause, Kristian Kersting, Petra Mutzel, Marion Neumann
We provide Python-based data loaders, kernel and graph neural network baseline implementations, and evaluation tools.
no code implementations • 29 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.