@article{Jankowski_2026,
doi = {10.1088/2632-2153/ae5503},
url = {https://doi.org/10.1088/2632-2153/ae5503},
year = {2026},
month = {apr},
publisher = {IOP Publishing},
volume = {7},
number = {2},
pages = {025045},
author = {Jankowski, Robert and Radicchi, Filippo and Serrano, M Ángeles and Boguñá, Marián and Fortunato, Santo},
title = {Task complexity shapes internal representations and robustness in neural networks},
journal = {Machine Learning: Science and Technology},
}
G. Bernárdez, L. Telyatnikov, M. Papillon, M. Montagna, R. Theiler, L. Cornelis, J. Mathe, M. Ferriol, P. Vasylenko, J.-W. Van Looy, L. Testa, B. Neri, D. Genovese, M. Weber, A. Wei, A. Devoto, A. Weers, R. Jankowski, L. Cino, D. Leko, M. Banf, J. Müller, T. Grapentin, T. Paik, A. Dutta, H. Walter, T. V. Fontanari, A. Ghasemi, D. Loi, H. Sáez de Ocáriz Borde, G. Aguilar-Argüello, G. B. da Rosa, T. Saulus, E. R. Dolores-Cuenca, L. Di Nino, P. Leroy, M. E. Pandolfo, A. Cavallo, Y. Qin, P. Snopov, A. Akbari, I. Meza-Chávez, L. Van Langendonck, J. Able, M. Y. Meshcheryakova, H. Tsay, L. Benić, D. Filipiak, P. Liu, H. Liang, A. Santos da Rosa Jr., T. Cattai, H. M. Borges, E. Grimaldi, M. Lecha, C. Battiloro, X.-C. Liu, R. Deshpande, G. Johnson, I. Morgunov, H. Micheron, R. Devaux, A. Jardin, T. Emerson, O. Fink, N. Miolane
Proceedings of the 1st Conference on Topology, Algebra, and Geometry in Data Science (TAG-DS 2025), PMLR 321:4-14, 2026.
@inproceedings{bernardez2026topological,
title={Topological Deep Learning Challenge 2025: Expanding the Data Landscape},
author={Bern\'ardez, Guillermo and Telyatnikov, Lev and Papillon, Mathilde and Montagna, Marco and Theiler, Raffael and Cornelis, Louisa and Mathe, Johan and Ferriol, Miquel and Vasylenko, Pavlo and Van Looy, Jan-Willem and Testa, Lucia and Neri, Bruno and Genovese, Donatella and Weber, Melanie and Wei, Amaury and Devoto, Alessio and Weers, Alexander and Jankowski, Robert and Cino, Loris and Leko, David and Banf, Michael and M{\"u}ller, Jonas and Grapentin, Thomas and Paik, Taejin and Dutta, Abhijeet and Walter, Hugo and Fontanari, Thomas Vaitses and Ghasemi, Ali and Loi, Dario and S\'aez de Oc\'ariz Borde, Haitz and Aguilar-Arg\"uello, Gabriela and da Rosa, Giovanni B. and Saulus, Th\'eo and Dolores-Cuenca, Eric Rubiel and Di Nino, Leonardo and Leroy, Pierrick and Pandolfo, Mario Edoardo and Cavallo, Andrea and Qin, Yu and Snopov, Pavel and Akbari, Amirreza and Meza-Ch\'avez, Ixchel and Van Langendonck, Louis and Able, Jared and Meshcheryakova, Maria Yuffa and Tsay, Henry and Beni\'c, Luka and Filipiak, Dominik and Liu, Patrick and Liang, Huidong and Santos da Rosa Jr., Alexsandro and Cattai, Tiziana and Borges, Henrique M. and Grimaldi, Enrico and Lecha, Manuel and Battiloro, Claudio and Liu, Xuan-Chen and Deshpande, Raj and Johnson, Graham and Morgunov, Igor and Micheron, Hugo and Devaux, R\'emi and Jardin, Antoine and Emerson, Tegan and Fink, Olga and Miolane, Nina},
booktitle={Proceedings of the 1st Conference on Topology, Algebra, and Geometry in Data Science (TAG-DS 2025)},
series={Proceedings of Machine Learning Research},
volume={321},
pages={4--14},
year={2026},
url={https://proceedings.mlr.press/v321/bernardez26a.html},
pdf={https://raw.githubusercontent.com/mlresearch/v321/main/assets/bernardez26a/bernardez26a.pdf}
}
@article{kim2026shortestpath,
title={Shortest-path percolation on scale-free networks},
author={Kim, M. and Cirigliano, L. and Castellano, C. and Sun, H. and Jankowski, R. and Poggialini, A. and Radicchi, F.},
journal={Physical Review E},
volume={113},
pages={014314},
year={2026}
}
@article{jankowski2026bipartite,
title={Mapping bipartite networks into multidimensional hyperbolic spaces},
author={Jankowski, R. and Aliakbarisani, R. and Serrano, M. A. and Bogu\~n\'a, M.},
journal={Communications Physics},
volume={9},
pages={36},
year={2026}
}
@misc{rosselló2026tradeoffsstructuralrichnesscommunication,
title={Trade-offs between structural richness and communication efficiency in music network representations},
author={Lluc Bono Rosselló and Robert Jankowski and Hugues Bersini and Marián Boguñá and M. Ángeles Serrano},
year={2026},
eprint={2509.14053},
archivePrefix={arXiv},
primaryClass={physics.soc-ph},
url={https://arxiv.org/abs/2509.14053},
}
@misc{marcús2025chordlesscyclefiltrationsdimensionality,
title={Chordless cycle filtrations for dimensionality detection in complex networks via topological data analysis},
author={Aina Ferrà Marcús and Robert Jankowski and Meritxell Vila Miñana and Carles Casacuberta and M. Ángeles Serrano},
year={2025},
eprint={2509.08350},
archivePrefix={arXiv},
primaryClass={physics.soc-ph},
url={https://arxiv.org/abs/2509.08350},
}
@misc{aliakbarisani2024hyperbolicbenchmarkingunveilsnetwork,
title={Hyperbolic Benchmarking Unveils Network Topology-Feature Relationship in GNN Performance},
author={Roya Aliakbarisani and Robert Jankowski and M. Ángeles Serrano and Marián Boguñá},
year={2024},
eprint={2406.02772},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2406.02772},
}
@article{jankowski2024fidmercator,
title={Feature-aware ultra-low dimensional reduction of real networks},
author={Jankowski, R. and Hozhabrierdi, P. and Bogu\~n\'a, M. and Serrano, M. A.},
journal={npj Complexity},
volume={1},
number={1},
pages={13},
year={2024}
}
@article{jankowski2023dmercator,
title={The D-Mercator method for the multidimensional hyperbolic embedding of real networks},
author={Jankowski, R. and Allard, A. and Bogu\~n\'a, M. and Serrano, M. A.},
journal={Nature Communications},
volume={14},
pages={7585},
year={2023}
}
@article{jankowski2022role,
title={Role of time scales in the coupled epidemic-opinion dynamics on multiplex networks},
author={Jankowski, Robert and Chmiel, Anna},
journal={Entropy},
volume={24},
number={1},
pages={105},
year={2022},
publisher={MDPI}
}
@article{jankowski2020determining,
title={Determining crucial factors for the popularity of scientific articles},
author={Jankowski, Robert and Sienkiewicz, Julian},
journal={arXiv preprint arXiv:2001.09914},
year={2020}
}
