GNN Expressivity

Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis

In recent years, a wide variety of graph neural network (GNN) architectures have emerged, each with its own strengths, weaknesses, and …

@inbook{liEnhancingGNNsWithArchitectureAgnostic2024,
 author = {Zhifei Li and Gerrit Großmann and Verena Wolf},
 booktitle = {Hocine Cherifi; Murat Donduran; Luis M. Rocha; Chantal Cherifi; Onur Varol;: International Conference on Complex Networks and Their Applications},
 pages = {183-194},
 publisher = {Springer Nature Switzerland},
 title = {Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis},
 url = {https://arxiv.org/pdf/2410.08759},
 year = {2024}
}