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Stephan G\"unnemann — most-cited papers & profile · Graph Learning
← authors
·
overview
Stephan G\"unnemann
59
papers ·
3083
citations
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Pitfalls of Graph Neural Network Evaluation
2018 · 636 citations
Adversarial Attacks on Graph Neural Networks via Meta Learning
2019 · 368 citations
Directional Message Passing for Molecular Graphs
2020 · 353 citations
Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking
2017 · 189 citations
Diffusion Improves Graph Learning
2019 · 176 citations
GemNet: Universal Directional Graph Neural Networks for Molecules
2021 · 128 citations
Dual-Primal Graph Convolutional Networks
2018 · 36 citations
Reliable Graph Neural Networks via Robust Aggregation
2020 · 24 citations
Edge Directionality Improves Learning on Heterophilic Graphs
2023 · 22 citations
Rethinking Link Prediction for Directed Graphs
2025
Influence-Based Mini-Batching for Graph Neural Networks
2022
Top co-authors
Johannes Gasteiger
· 4
Aleksandar Bojchevski
· 3
Daniel Z\"ugner
· 2
Oleksandr Shchur
· 2
Bertrand Charpentier
· 1
Chendi Qian
· 1
Emanuele Rossi
· 1
Fabrizio Frasca
· 1
Federico Monti
· 1
Florian Becker
· 1
Francesco Di Giovanni
· 1
Janek Gro{\ss
· 1
Topics
Theory & Expressivity
GNN Architectures
Recommendation Graphs
Molecular & Drug
cs.SI
stat.ML