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Author

Dorota Celińska-Kopczyńska

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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
Jul 2026

Hyperbolic embeddings for graph compression

This study introduces a fast lossless graph compression algorithm based on modern hyperbolic embedders that beats state-of-the-art by up to 42% on real-world graphs.

Dorota Celińska-Kopczyńska, Eryk Kopczynski · 0 citations

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