Hey there! 👋

I’m Anna Bison, a PhD student in Computer Science at the Department of Mathematics, University of Padua, working on Graph Neural Networks under the supervision of Prof. Alessandro Sperduti.

I hold a MSc in Computer Science and a BSc in Physics, both from the University of Padua. I enjoy using mathematics to analyze anything.

My non-scientific interests include gym and running. During high school, I also dedicated three intense years to playing piano.

Publications

On the Rank Properties of the Renormalization Trick in GCNs Bison, A., Sperduti, A. (2026). In: ESANN 2026 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. i6doc.com publ. Proceedings
Analysis of Dirichlet Energies as Over-smoothing Measures Bison, A., Sperduti, A. (2025). arXiv preprint arXiv:2512.09890. arXiv
A Spectral Interpretation of Redundancy in a Graph Reservoir Bison, A., Sperduti, A. (2025). In: Senn, W., et al. Artificial Neural Networks and Machine Learning – ICANN 2025. LNCS, vol 16072. Springer. arXiv Proceedings

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Mug_and_Torus_morph
Homeomorphism between mug and donut.