NETWORK GEOMETRY. THEORY AND APPLICATIONS By M. Ángeles Serrano and Marián Boguñá Workshop by Mapping Complexity Lab, a NetSci 2024 Satellite Quebec CIty, June 18, 2024

The network geometry paradigm unveils the secrets of complex networks, decoding their topology, hierarchy, and navigation. Like maps for geography, it guides us through intricate systems, predicting behaviors and revealing hidden structures. Yet, challenges remain, inspiring collaboration among top scientists to chart new territories and unlock insights in network geometry. This workshop aims to sow the seeds for groundbreaking discoveries in the dynamic field of network geometry. 9:00 – 9:30 D. Krioukov Discrete versus continuous geometry [Abstract] 9:30 – 10:00 J. Hlinka Persistent homology for characterizing brain connectivity networks: promises, pitfalls, revelations [Abstract] 10:00 – 10:30 C. Cannistraci The role of network geometry in neural architecture design for sparse deep learning [Abstract] 10:30 – 11:00 Coffee break 11:00 – 11:30 M. Kitsak Complementarity in complex networks [Abstract] 11:30 – 11:50 B. Kovács Dimension reduction techniques for embedding networks into the

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• Barton Rhodes