Ismail Ilkan Ceylan

Flock: A Knowledge Graph Foundation Model via Learning on Random Walks

HYPER: A Foundation Model for Inductive Link Prediction with Knowledge Hypergraphs

Topological Flow Matching

Bringing Graphs to the Table: Zero-Shot Node Classification via Tabular Foundation Models

Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models

Curly Flow Matching for Learning Non-gradient Field Dynamics

Homomorphism Counts as Structural Encodings for Graph Learning

Link Prediction with Relational Hypergraphs

How Expressive are Knowledge Graph Foundation Models?