Publications

J Hood, Caterina De Bacco, A Schein. Broad Spectrum Structure Discovery in Large-Scale Higher-Order Networks. Accepted, 2026.

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M Lapenna, Caterina De Bacco. How do probabilistic graphical models and graph neural networks look at network data?. Journal of Physics: Complexity,7(1), 015008, 2026.

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Alessandro Lonardi, M Szell, Caterina De Bacco. Cohesive urban bicycle infrastructure design through optimal transport routing in multilayer networks. Journal of the Royal Society Interface 22.223 (2025), 2025.

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Martina Contisciani, M Hobbhahn, E a Power, P Hennig, Caterina De Bacco. Flexible inference in heterogeneous and attributed multilayer networks. PNAS Nexus pgaf005 (2025), 2025.

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Hadiseh Safdari, Caterina De Bacco. Community detection and anomaly prediction in dynamic networks. Communications Physics volume 7, 397 (2024), 2024.

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Daniela Leite, Caterina De Bacco. Similarity and economy of scale in urban transportation networks and optimal transport-based infrastructures. Nat Commun 15, 7981 (2024), 2024.

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Andrea Della Vecchia, Kibidi Neocosmos, Daniel B. Larremore, Moore Cristopher, Caterina De Bacco. Model for efficient dynamical ranking in networks. Phys. Rev. E 110, 034310, 2024.

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Anna Badalyan, Nicolò Ruggeri, Caterina De Bacco. Structure and inference in hypergraphs with node attributes. Nat Commun 15, 7073 (2024), 2024.

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Abdullahi Adinoyi Ibrahim, M Muehlebach, Caterina De Bacco. Optimal Transport with Constraints: From Mirror Descent to Classical Mechanics. Phys. Rev. Lett. 133, 057401, 2024.

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Nicolò Ruggeri, Alessandro Lonardi, Caterina De Bacco. Message-passing on hypergraphs: detectability, phase transitions and higher-order information. J. Stat. Mech. (2024) 043403, 2024.

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Nicolò Ruggeri, F Battiston, Caterina De Bacco. Framework to generate hypergraphs with community structure. Physical Review E, 109, 034309, 2024.

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Caterina De Bacco, Y Wang, D M Blei. A causality-inspired plus-minus model for player evaluation in team sports. Proceedings of Machine Learning Research vol 236:769-792, 2024, 2024.

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Alessandro Lonardi, Caterina De Bacco. Bilevel Optimization for Traffic Mitigation in Optimal Transport Networks. Physical Review Letters, 131, 267401, 2023.

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Hadiseh Safdari, Martina Contisciani, Caterina De Bacco. Anomaly, reciprocity, and community detection in networks. Physical Review Research, 5, 033084, 2023.

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Nicolò Ruggeri, Martina Contisciani, F Battiston, Caterina De Bacco. Community Detection in Large Hypergraphs . Science Advances, Vol 9, Issue 28, 2023.

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Quintino Francesco Lotito, Martina Contisciani, Caterina De Bacco, Leonardo Di Gaetano, Luca Gallo, Alberto Montresor, Federico Musciotto, Nicolò Ruggeri, Federico Battiston. Hypergraphx: a library for higher-order network analysis. Journal of Complex Networks, Volume 11, Issue 3, cnad019, 2023.

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Alessandro Lonardi, Diego Baptista Theuerkauf, Caterina De Bacco. Immiscible Color Flows in Optimal Transport Networks for Image Classification. Frontiers in Physics, 11, 2023.

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Caterina De Bacco, Martina Contisciani, J Cardoso-Silva, Hadiseh Safdari, Diego Baptista Theuerkauf, T Sweet, JG Young, J Koster, C T Ross, R McElreath, D Redhead, E a Power. Latent Network Models to Account for Noisy, Multiply-Reported Social Network Data. Journal of the Royal Statistical Society Series A: Statistics in Society, qnac004, 2023.

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Alessandro Lonardi, E Facca, M Putti, Caterina De Bacco. Infrastructure adaptation and emergence of loops in network routing with time-dependent loads. Physical Review E 107, 024302, 2023.

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Diego Baptista Theuerkauf, Caterina De Bacco. Convergence properties of optimal transport-based temporal hypernetworks. Applied Network Science 8:3, 2023.

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Hadiseh Safdari, Caterina De Bacco. Anomaly detection and community detection in networks. Journal of Big Data 9: 122, 2022.

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Martina Contisciani, F Battiston, Caterina De Bacco. Inference of hyperedges and overlapping communities in hypergraphs. Nature Communications, Vol 13, 7229 (2022), 2022.

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Daniela Leite, Diego Baptista Theuerkauf, Abdullahi Adinoyi Ibrahim, E Facca, Caterina De Bacco. Community Detection in networks by Dynamical Optimal Transport Formulation. Scientific Reports Vol 12, 16811 (2022), 2022.

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Martina Contisciani, Hadiseh Safdari, Caterina De Bacco. Community detection and reciprocity in networks by jointly modeling pairs of edges. Journal of Complex Networks 10, cnac034, 2022.

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Sameh Othman, Johannes Schulz, M Baity-Jesi, Caterina De Bacco. Modeling Node Exposure for Community Detection in Networks . Int. Conf. on Complex Networks and Their Applications, COMPLEX NETWORKS (2022), 2022.

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Abdullahi Adinoyi Ibrahim, Daniela Leite, Caterina De Bacco. Sustainable optimal transport in multilayer networks. Phys. Rev. E 105, 064302, 2022.

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Laura Iacovissi, Caterina De Bacco. The interplay between ranking and communities in networks . Scientific Reports Vol 12, 8992 (2022), 2022.

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Alessandro Lonardi, M Putti, Caterina De Bacco. Multicommodity routing optimization for engineering networks. Scientific Reports Vol 12, 7474 (2022), 2022.

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K Higham, Martina Contisciani, Caterina De Bacco. Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships. Technological Forecasting and Social Change, 2022.

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D Sridhar, Caterina De Bacco, D Blei. Estimating Social Influence from Observational Data . First Conference on Causal Learning and Reasoning, 2022.

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Hadiseh Safdari, Martina Contisciani, Caterina De Bacco. Reciprocity, community detection, and link prediction in dynamic networks. Journal of Physics: Complexity, 2022.

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Alessandro Lonardi, E Facca, M Putti, Caterina De Bacco. Designing optimal networks for multicommodity transport problem. Physical Review Research, 3(043010),(2021), 2021.

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Diego Baptista Theuerkauf, Caterina De Bacco. Convergence properties of optimal transport-based temporal networks. Proc. of the Tenth Int. Conf. on Complex Networks and Their Applications, COMPLEX NETWORKS (2021), 2021.

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Diego Baptista Theuerkauf, Caterina De Bacco. Principled network extraction from images. R. Soc. Open Science, Vol 8, 210025 (2021), 2021.

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Abdullahi Adinoyi Ibrahim, Alessandro Lonardi, Caterina De Bacco. Optimal Transport in Multilayer Networks for Traffic Flow Optimization for Traffic Flow Optimization. Algorithms, 14(7), 189 (2021), 2021.

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Hadiseh Safdari, Martina Contisciani, Caterina De Bacco. A generative model for reciprocity and community detection in networks. Phys. Rev. Research Vol 3, 023209 (2021), 2021.

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Diego Baptista Theuerkauf, Daniela Leite, E Facca, M Putti, Caterina De Bacco. Network extraction by routing optimization. Scientific Reports Vol 10, 20806 (2020), 2020.

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Martina Contisciani, E a Power, Caterina De Bacco. Community detection with node attributes in multilayer networks. Scientific Reports Vol 10, 15736 (2020), 2020.

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Nicolò Ruggeri, Caterina De Bacco. Sampling on networks: estimating spectral centrality measures and their impact in evaluating other relevant network measures. Applied Network Science 5:81 (2020), 2020.

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Nicolò Ruggeri, Caterina De Bacco. Sampling on Networks: Estimating Eigenvector Centrality on Incomplete Networks. International Conference on Complex Networks and Their Applications, 2019.

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A Berdhal, Et Al.. Dynamics of beneficial epidemics. Scientific Reports, 2019.

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Caterina De Bacco, D B Larremore, C Moore. A physical model for efficient ranking in networks. Science Advances, Vol 4, 7, eaar8260, 2018.

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C Brelsford, Caterina De Bacco. Are `Water Smart Landscapes' Contagious? An epidemic approach on networks to study peer effects. In Press, 2018.

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T Barthel, Caterina De Bacco, S Franz. Matrix product algorithm for stochastic dynamics on networks applied to nonequilibrium Glauber dynamics. Phys. Rev. E 97, 010104 R, 2018.

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Caterina De Bacco, E a Power, D B Larremore, C Moore. Community detection, link prediction, and layer interdependence in multilayer networks. Phys. Rev. E 95, 042317, 2017.

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T Leiseur, Caterina De Bacco, J Banks, F Krzakala, C Moore, L Zdeborova. Phase transitions and optimal algorithms in high-dimensional Gaussian mixture clustering. Proc. 54th Annual Allerton Conference on Communication, Control, and Computing (2016), 2016.

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U Bhat, Caterina De Bacco, S Redner. Stochastic Search with Poisson and Deterministic Resetting. J. Stat. Mech. 083401 (2016), 2016.

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Caterina De Bacco, a Guggiola, P Paga, R Khun. Rare events statistics for random walks on networks. Journal of Physics A, 49.18: 184003 (2016), 2016.

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F Altarelli, a Braunstein, L Dall' Asta, Caterina De Bacco, S Franz. The edge-disjoint path problem on random graphs by message-passing. PloS one 10.12 (2015), 2015.

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Caterina De Bacco. Decentralized network control, optimization and random walks on networks. PhD Thesis, 2015.

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Caterina De Bacco, S Majumdar, P Sollich. The average number of distinct sites visited by a random walker on random graphs. Journal of Physics A: 48.20: 205004 (2015), 2015.

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Caterina De Bacco, F Baldovin, E Orlandini, K Sekimoto. Non-equilibrium statistical mechanics of the heat bath for two Brownian particles, Internal degrees of freedom found where there shouldn't be. Proceedings ASTE Vol.B11 2015.3 (2015), 2015.

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Caterina De Bacco, S Franz, D Saad, C H Yeun. Shortest node-disjoint paths on random graphs. J. Stat. Mech.P07009 (2014), 2014.

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Caterina De Bacco, F Baldovin, E Orlandini, K Sekimoto. Non-equilibrium statistical mechanics of the heat bath for two Brownian particles. Phys. Rev. Lett. 112, 180605 (2014), 2014.

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