Grohe, Martin

12 publications

ICLR 2024 Distinguished in Uniform: Self-Attention vs. Virtual Nodes Eran Rosenbluth, Jan Tönshoff, Martin Ritzert, Berke Kisin, Martin Grohe

ICML 2024 Position: Future Directions in the Theory of Graph Machine Learning Christopher Morris, Fabrizio Frasca, Nadav Dym, Haggai Maron, Ismail Ilkan Ceylan, Ron Levie, Derek Lim, Michael M. Bronstein, Martin Grohe, Stefanie Jegelka

TMLR 2024 Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark Jan Tönshoff, Martin Ritzert, Eran Rosenbluth, Martin Grohe

IJCAI 2023 One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction Jan Tönshoff, Berke Kisin, Jakob Lindner, Martin Grohe

IJCAI 2023 Some Might Say All You Need Is Sum Eran Rosenbluth, Jan Tönshoff, Martin Grohe

ICML 2023 WL Meet VC Christopher Morris, Floris Geerts, Jan Tönshoff, Martin Grohe

TMLR 2023 Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Jan Tönshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe

JMLR 2023 Weisfeiler and Leman Go Machine Learning: The Story so Far Christopher Morris, Yaron Lipman, Haggai Maron, Bastian Rieck, Nils M. Kriege, Martin Grohe, Matthias Fey, Karsten Borgwardt

IJCAI 2021 The Surprising Power of Graph Neural Networks with Random Node Initialization Ralph Abboud, Ismail Ilkan Ceylan, Martin Grohe, Thomas Lukasiewicz

AAAI 2019 Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks Christopher Morris, Martin Ritzert, Matthias Fey, William L. Hamilton, Jan Eric Lenssen, Gaurav Rattan, Martin Grohe

ALT 2017 Learning MSO-Definable Hypotheses on Strings Martin Grohe, Christof Löding, Martin Ritzert

AAAI 2014 Power Iterated Color Refinement Kristian Kersting, Martin Mladenov, Roman Garnett, Martin Grohe