İsmail İlkan Ceylan

1. The Surprising Power of Graph Neural Networks with Random Node\n Initialization
   2020/10/02 by Ralph Abboud, İsmail İlkan Ceylan, Abboud, Ralph +5 · 11 citations
   Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Graph Theory and Algorithms
2. BoxE: A Box Embedding Model for Knowledge Base Completion
   2020/07/13 by Ralph Abboud, Abboud, Ralph, İsmail İlkan Ceylan +5 · 7 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
3. Fisher Flow Matching for Generative Modeling over Discrete Data
   2024/05/23 by Oscar Davis, Samuel Kessler, Davis, Oscar +7 · 10 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Time Series Analysis and Forecasting
4. Homomorphism Counts for Graph Neural Networks: All About That Basis
   2024/02/13 by Emily Jin, Michael Bronstein, Michael M. Bronstein +6 · 2 voices · 3 citations
   Computer Science · #Advanced Graph Neural Networks #Neural Networks and Applications #cs.LG
5. Almost Surely Asymptotically Constant Graph Neural Networks
   2024/03/06 by Sam Adam-Day, Adam-Day, Sam, Michael Benedikt +5 · 3 citations
   Computer Science · #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Neural Networks and Applications
6. Homomorphism Counts as Structural Encodings for Graph Learning
   2024/10/24 by Emily Jin, Bao, Linus, Michael M. Bronstein +6 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Text and Document Classification Technologies
7. Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models
   2025/06/17 by Ben Finkelshtein, İsmail İlkan Ceylan, Finkelshtein, Ben +5 · 7 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Social and Information Networks (cs.SI)
8. How Expressive are Knowledge Graph Foundation Models?
   2025/02/18 by Xingyue Huang, Pablo Barceló, Huang, Xingyue +11 · 4 citations
   Computer Science · #Semantic Web and Ontologies #Natural Language Processing Techniques #Topic Modeling
9. Bringing Graphs to the Table: Zero-shot Node Classification via Tabular Foundation Models
   2025/09/08 by Adrian Hayler, Xingyue Huang, Hayler, Adrian +7 · 5 citations
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare