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Research Group

Mathematical Structures in AI - Publications

Explore the scholarly works of the Mathematical Structures in AI group. Browse journal articles, contributions in books and conference proceedings, academic theses, or discover our latest research through preprints. The names of the authors who worked on the publication during their time at the institute are shown in bold.

inJournal
2026 Journal Open Access
Deniz Kucukahmetler, Maximilian Jean Hemmann, Julian Mosig von Aehrenfeld, Maximilian Amthor, Christian Deubel, Nico Scherf and Diaaeldin Taha

Relative geometry of neural forecasters : linking accuracy and alignment in learned latent geometry

In: Transactions on machine learning research, 2026 (2026) 2, pp. 1-29
ArXiv: 2602.15676 Link: openreview.net
Preprint
2026 Repository Open Access
Yuhan Peng, Junwen Dong, Yuzhi Zeng, Hao Li, Ce Ju, Huitao Feng, Diaaeldin Taha, Anna Wienhard and Kelin Xia

Sheaf neural networks on SPD manifolds : second-order geometric representation learning

ArXiv: 2604.20308

Open Access Types

Journal Open Access
• Without article processing charges (diamond open access)
• With article processing charges (gold open access)
• In closed access journals with chargeable open access option (hybrid open access)

Repository Open Access
• Publications on a preprint server or on a free repository (green open access)