Author

Amin Mahmoudi

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Sep 2026

Catastrophic forgetting as a dynamical phenomenon: Understanding parameter evolution under sequential task exposure

Overall, temporal exposure structure influences sequential-learning behavior, but its effects depend on the task setting, optimization, and model configuration rather than following a universal periodic–random–chaotic ordering.

Amin Mahmoudi, D. Jemielniak · Intelligent Data Analysis · 0 citations

#graph neural networks Review Open access Oct 2026

A comparative analysis of graph neural networks through similarity-based information propagation across diverse network structures

Information propagation over graph-structured data depends critically on the quality of node representations learned by graph neural networks (GNNs). However, how different GNN architectures organize embedding spaces and how these representations influence downstream propagation behavior remain insufficiently under...

Amin Mahmoudi, Dariusz Jemielniak · Applied Network Science · 0 citations