Martin Grohe
10 papers · 2017–2026 · 6 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze
🚀
Conference Pioneer
💎
Century Club · Bronze
Top co-authors
Research topics
Deep Learning
(9)
Architectures
(9)
Machine Learning
(8)
Optimization & Theory · Machine Learning
(5)
Core Methods
(4)
Optimization & Theory · Deep Learning
(2)
Artificial Intelligence
(1)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Core AI
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Optimization
(1)
Reasoning
(1)
Keywords
graph neural network
(7)
graph isomorphism
(4)
message passing
(3)
weisfeiler-leman algorithm
(2)
weisfeiler-lehman algorithm
(2)
permutation equivariance
(1)
graph representation learning
(1)
reinforcement learning
(1)
constraint satisfaction
(1)
graph algorithm
(1)
inductive inference
(1)
expressive power
(1)
generalization
(1)
generalization bound
(1)
graph classification
(1)
formal language
(1)
positional encoding
(1)
optimization
(1)
graph transformer
(1)
vc dimension
(1)
Papers
Repetition Makes Perfect: Recurrent Graph Neural Networks Match Message Passing Limit
AAAI 2026
Distinguished In Uniform: Self-Attention Vs. Virtual Nodes
ICLR 2024
Position: Future Directions in the Theory of Graph Machine Learning
ICML 2024
One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction
IJCAI 2023
Some Might Say All You Need Is Sum
IJCAI 2023
Weisfeiler and Leman go Machine Learning: The Story so far
JMLR 2023
WL meet VC
ICML 2023
The Surprising Power of Graph Neural Networks with Random Node Initialization
IJCAI 2021
Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks
AAAI 2019
Learning MSO-definable hypotheses on strings
ALT 2017