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======= Refereed Conference Articles ======= | ======= Refereed Conference Articles ======= | ||
- | * **Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks** (Preprint ''[[https://arxiv.org/abs/1810.02244|arXiv:1810.02244]]'') \\ Christopher Morris, Martin Ritzert, Matthias Fey, William L. Hamilton, Jan Eric Lenssen, Gaurav Rattan, Martin Grohe \\ // AAAI Conference on Artificial Intelligence (AAAI) 2019.//\\ [[https://github.com/chrsmrrs/k-gnn|[Source Code]]] | + | * **Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks** (Preprint ''[[https://arxiv.org/abs/1810.02244|arXiv:1810.02244]]'') \\ Christopher Morris, Martin Ritzert, Matthias Fey, William L. Hamilton, Jan Eric Lenssen, Gaurav Rattan, Martin Grohe,\\ // AAAI Conference on Artificial Intelligence (AAAI) 2019.//\\ [[https://github.com/chrsmrrs/k-gnn|[Source Code]]] |
- | * **Hierarchical Graph Representation Learning with Differentiable Pooling** (Preprint ''[[https://arxiv.org/abs/1806.08804|arXiv:1806.08804]]'') \\ Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec. \\ // Neural Information Processing Systems (NIPS) 2019, spotlight presentation, and KDD Deep Learning Day 2018.//\\ [[https://github.com/RexYing/graph-pooling|[Source Code]]] | + | * **Hierarchical Graph Representation Learning with Differentiable Pooling** (Preprint ''[[https://arxiv.org/abs/1806.08804|arXiv:1806.08804]]'') \\ Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec, \\ // Neural Information Processing Systems (NIPS) 2019, spotlight presentation, and KDD Deep Learning Day 2018.//\\ [[https://github.com/RexYing/graph-pooling|[Source Code]]] |
* ** [[https://www.ijcai.org/proceedings/2018/325|A Property Testing Framework for the Theoretical | * ** [[https://www.ijcai.org/proceedings/2018/325|A Property Testing Framework for the Theoretical | ||
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* **[[http://ieeexplore.ieee.org/document/8215505/|Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps of Graphs]] ** (Preprint ''[[https://arxiv.org/abs/1703.02379|arXiv:1703.02379]]'') \\ Christopher Morris, Kristian Kersting, Petra Mutzel, \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2017, full paper.//\\ [[https://github.com/chrsmrrs/glocalwl|[Source Code]]] [[https://de.slideshare.net/ChristopherMorris104/glocalized-weisfeilerlehman-graph-kernels-globallocal-feature-maps-of-graphs-82159453|[Slides]]] | * **[[http://ieeexplore.ieee.org/document/8215505/|Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps of Graphs]] ** (Preprint ''[[https://arxiv.org/abs/1703.02379|arXiv:1703.02379]]'') \\ Christopher Morris, Kristian Kersting, Petra Mutzel, \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2017, full paper.//\\ [[https://github.com/chrsmrrs/glocalwl|[Source Code]]] [[https://de.slideshare.net/ChristopherMorris104/glocalized-weisfeilerlehman-graph-kernels-globallocal-feature-maps-of-graphs-82159453|[Slides]]] | ||
- | * **[[https://link.springer.com/chapter/10.1007%2F978-3-319-71273-4_37|Recent Advances in Kernel-Based Graph Classification]]** \\ Nils M. Kriege, Christopher Morris,\\ // European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2017, Nectar Track.//\\ [[https://de.slideshare.net/secret/dKvWYSuOwqSObF|[Slides]]] | + | * **[[https://link.springer.com/chapter/10.1007%2F978-3-319-71273-4_37|Recent Advances in Kernel-Based Graph Classification]]** \\ Nils M. Kriege, Christopher Morris,\\ // European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2017, nectar track.//\\ [[https://de.slideshare.net/secret/dKvWYSuOwqSObF|[Slides]]] |
* **[[http://ieeexplore.ieee.org/document/7837955/|Faster Kernels for Graphs with Continuous Attributes via Hashing]]** (Preprint ''[[https://arxiv.org/abs/1610.00064|arXiv:1610.00064]]'') \\ Christopher Morris, Nils M. Kriege, Kristian Kersting, Petra Mutzel, \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2016.//\\ [[https://github.com/chrsmrrs/hashgraphkernel|[Source Code]]] | * **[[http://ieeexplore.ieee.org/document/7837955/|Faster Kernels for Graphs with Continuous Attributes via Hashing]]** (Preprint ''[[https://arxiv.org/abs/1610.00064|arXiv:1610.00064]]'') \\ Christopher Morris, Nils M. Kriege, Kristian Kersting, Petra Mutzel, \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2016.//\\ [[https://github.com/chrsmrrs/hashgraphkernel|[Source Code]]] |