On the ambiguity in classification. - Arif Dönmez (NeurReps, 2022)

Discovering latent causes and memory modification: A computational approach using symmetry and geometry. - Arif Dönmez (NeurReps, 2023)

Developmental Symmetry-Loss: A Free-Energy Perspective on Brain-Inspired Invariance Learning. - Arif Dönmez (CoRR, 2025)

Oversmoothing as Representation Degeneracy in Neural Sheaf Diffusion. - Arif Dönmez; Axel Mosig; Ellen Fritsche; Katharina Koch (CoRR, 2026)