İsmail İlkan Ceylan
18 papers · 2017–2025 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (28) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
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Keyword Champion
(3)
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Grand Slam
🚀
Conference Pioneer
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The Questioner
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Prolific Year · Productive
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Century Club · Bronze
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Trend Setter
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Keyword Collector
(87)
Venues
Top co-authors
Research topics
Machine Learning
(14)
Deep Learning
(8)
Knowledge & Reasoning
(8)
Optimization & Theory
(8)
Architectures
(7)
Core Methods
(7)
Representation
(7)
Artificial Intelligence
(3)
Computer Science
(3)
Bayesian & Probabilistic
(2)
Core AI
(2)
Foundations
(2)
Reasoning
(2)
Interdisciplinary
(1)
Application Areas
(1)
Keywords
graph neural network
(6)
expressive power
(4)
probabilistic database
(3)
query answering
(3)
message passing
(2)
complexity analysis
(2)
representation learning
(2)
minimal explanation
(2)
probabilistic knowledge base
(2)
knowledge base
(2)
message passing neural network
(2)
existential rule
(2)
query evaluation
(2)
graph regularization
(1)
maximum a posteriori
(1)
quantum computing
(1)
optimization
(1)
commonsense knowledge
(1)
graph learning
(1)
generalization
(1)
Papers
Homomorphism Counts as Structural Encodings for Graph Learning
ICLR 2025
How Expressive are Knowledge Graph Foundation Models?
ICML 2025
Almost Surely Asymptotically Constant Graph Neural Networks
NeurIPS 2024
Cooperative Graph Neural Networks
ICML 2024
Fisher Flow Matching for Generative Modeling over Discrete Data
NeurIPS 2024
Homomorphism Counts for Graph Neural Networks: All About That Basis
ICML 2024
Learning on Large Graphs using Intersecting Communities
NeurIPS 2024
Position: Future Directions in the Theory of Graph Machine Learning
ICML 2024
Equivariant Quantum Graph Circuits
ICML 2022
Temporal Knowledge Graph Completion Using Box Embeddings
AAAI 2022
Preferred Explanations for Ontology-Mediated Queries under Existential Rules
AAAI 2021
The Surprising Power of Graph Neural Networks with Random Node Initialization
IJCAI 2021
Explanations for Query Answers under Existential Rules
IJCAI 2019
Ontology-Mediated Query Answering over Log-Linear Probabilistic Data
AAAI 2019
Recent Advances in Querying Probabilistic Knowledge Bases
IJCAI 2018
Most Probable Explanations for Probabilistic Database Queries
IJCAI 2017
Open-World Probabilistic Databases: An Abridged Report
IJCAI 2017
Query Answering in Ontologies under Preference Rankings
IJCAI 2017