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126010

Lehrstuhl für Maschinelles Lernen auf Graphen Also known as:126030; Juniorprofessur für Maschinelles Lernen auf Graphen
IDI:(DE-82)126030_20220429

⇧ RWTH Aachen ⇧

Recent Publications

All known publications ...
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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Multimedia (Video)/Contribution to a book/Contribution to a conference proceedings  ;
Polyoracle - Assessing Multi-criteria Regional Climate Uncertainty through Agent-assisted Visual Analysis
EuroVis 2026 - 28th EG Conference on Visualization Nottingham, UK | June 8 - 12, 2026 EnvirVis 2026
28. EG Conference on Visualization, EnvirVis 2026, NottinghamNottingham, UK, 8 Jun 2026 - 12 Jun 20262026-06-082026-06-12
The Eurographics Association 1 Online-Ressource ()  GO   Download fulltextVideo BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;
Polyoracle - Assessing Multi-criteria Regional Climate Uncertainty through Agent-assisted Visual Analysis
EuroVis 2026 - 28th EG Conference on Visualization Nottingham, UK | June 8 - 12, 2026 EnvirVis 2026
28. EG Conference on Visualization, EnvirVis 2026, NottinghamNottingham, UK, 8 Jun 2026 - 12 Jun 20262026-06-082026-06-12
The Eurographics Association [1]-8 () [10.2312/envir.20261006]  GO OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;
GraphBench: Next-generation graph learning benchmarking
1-84 () [10.48550/arXiv.2512.04475]  GO OpenAccess   Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;  ;
Generalizable Insights for Graph Transformers in Theory and Practice
[1]-49 () [10.48550/arXiv.2511.08028]  GO OpenAccess  Download fulltext Files  Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;  ;
Understanding Generalization in Node and Link Prediction
[1]-[43] () [10.48550/arXiv.2507.00927]  GO OpenAccess  Download fulltext Files  Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;
Principled data augmentation for learning to solve quadratic programming problems
[1]-26 () [10.48550/arXiv.2506.01728]  GO OpenAccess  Download fulltext Files  Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Preprint  ;  ;  ;
Survey on Generalization Theory for Graph Neural Networks
1-51 () [10.48550/arXiv.2503.15650]  GO OpenAccess   Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;  ;  ;
Covered Forest: Fine-grained generalization analysis of graph neural networks
International Conference on Machine Learning, 13-19 July 2025, Vancouver Convention Center, Vancouver, Canada / Editors: Aarti Singh, Maryam Fazel, Daniel Hsu, Simon Lacoste-Julien, Felix Berkenkamp, Tegan Maharaj, Kiri Wagstaff, Jerry Zhu
42. International Conference on Machine Learning, ICML 2025, VancouverVancouver, Canada, 13 Jul 2025 - 19 Jul 20252025-07-132025-07-19
MLResearchPress, Proceedings of machine learning research 267, 60984-61034 ()  GO   Download fulltextHomepage of book Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;  ;
Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks
International Conference on Machine Learning, 13-19 July 2025, Vancouver Convention Center, Vancouver, Canada / Editors: Aarti Singh, Maryam Fazel, Daniel Hsu, Simon Lacoste-Julien, Felix Berkenkamp, Tegan Maharaj, Kiri Wagstaff, Jerry Zhu
42. International Conference on Machine Learning, ICML 2025, VancouverVancouver, Canada, 13 Jul 2025 - 19 Jul 20252025-07-132025-07-19
MLResearchPress, Proceedings of machine learning research 267, 81067-81089 ()  GO   Download fulltextHomepage of book Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article  ;  ;
Cometh: A continuous-time discrete-state graph diffusion model
Transactions on Machine Learning Research 2025(4), 1-31 () [10.18154/RWTH-CONV-254972]  GO OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

All known publications ...
Download: BibTeX | EndNote XML,  Text | RIS | 


 Record created 2022-04-29, last modified 2026-05-28



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