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Author

Robert Jankowski

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Preprint Sep 2026

Latent geometry organizes higher-order interactions

An analytically tractable geometric model of higher-order networks in which a single latent geometric space couples interactions across orders, leading to the spontaneous emergence of nestedness is introduced, revealing latent geometry as a simple organising principle underlying the nested organisation of higher-order...

Berné Nortier, Jasper van der Kolk, Robert Jankowski et al. · 0 citations
Preprint Aug 2026

Hyperbolic Graph Embedders for Link Prediction and Topology Reconstruction

This work benchmarks 13 unsupervised hyperbolic graph embedders under a unified protocol for link prediction and topology reconstruction on synthetic and empirical networks and identifies the network regimes in which different paradigms succeed or fail and provides practical guidance for method selection in downstream...

Robert Jankowski, M. Kitsak, Dorota Celińska-Kopczyńska · 0 citations

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