Conditional Noise-Contrastive Estimation of Unnormalised Models. - Ciwan Ceylan; Michael U. Gutmann (ICML, 2018)

Learning Node Representations Using Stationary Flow Prediction on Large Payment and Cash Transaction Networks. - Ciwan Ceylan; Salla Franzén; Florian T. Pokorny (ICML, 2021)

GraphDCA - a Framework for Node Distribution Comparison in Real and Synthetic Graphs. - Ciwan Ceylan; Petra Poklukar; Hanna Hultin; Alexander Kravchenko; Anastasia Varava; Danica Kragic (CoRR, 2022)

Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs. - Ciwan Ceylan; Kambiz Ghoorchian; Danica Kragic (CoRR, 2022)

Scalable Unsupervised Feature Selection with Reconstruction Error Guarantees via QMR Decomposition. - Ciwan Ceylan; Kambiz Ghoorchian; Danica Kragic (CIKM, 2024)

Full-Rank Unsupervised Node Embeddings for Directed Graphs via Message Aggregation. - Ciwan Ceylan; Kambiz Ghoorchian; Danica Kragic (Trans. Mach. Learn. Res., 2025)

Disobeying Directions: Switching Random Walk Filters for Unsupervised Node Embedding Learning on Directed Graphs. - Ciwan Ceylan; Kambiz Ghoorchian; Danica Kragic (Trans. Mach. Learn. Res., 2025)