Institute Homepage
Institute Homepage Sign In

Publications

DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation

Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group

Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award

Physics for Inference and Optimization Article Framework to generate hypergraphs with community structure Ruggeri, N., Battiston, F., De Bacco, C. Physical Review E, March 2024 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Article Message-Passing on Hypergraphs: Detectability, Phase Transitions and Higher-Order Information Ruggeri, N., Lonardi, A., De Bacco, C. Journal of Statistical Mechanics: Theory and Experiment, April 2024 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Article Structure and inference in hypergraphs with node attributes Badalyan, A., Ruggeri, N., De Bacco, C. Nature Communications, 7073:15, August 2024 (Published) Preprint Code Paper DOI BibTeX
Physics for Inference and Optimization Article Cohesive urban bicycle infrastructure design through optimal transport routing in multilayer networks Lonardi, A., Szell, M., De Bacco, C. September 2024, Accepted (Accepted) Preprint Code URL BibTeX
Physics for Inference and Optimization Article Community detection and anomaly prediction in dynamic networks Safdari, H., De Bacco, C. Communications Physics, 7:397, September 2024 (Published) Preprint Paper DOI URL BibTeX
Physics for Inference and Optimization Article Optimal transport with constraints: from mirror descent to classical mechanics Ibrahim, A. A., Muehlebach, M., De Bacco, C. Physical Review Letters, 133:057401, July 2024 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Article Similarity and economy of scale in urban transportation networks and optimal transport-based infrastructures Leite, D., De Bacco, C. Nature Communications, September 2024 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Article A model for efficient dynamical ranking in networks Della Vecchia, A., Neocosmos, K., Larremore, D. B., Moore, C., De Bacco, C. Phys. Rev. E 110, 034310, September 2024 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Conference Paper A causality-inspired adjusted plus-minus model for player evaluation in team sports De Bacco, C., Wang, Y., Blei, D. M. In Proceedings of Machine Learning Research (PMLR), Proceedings Third Conference on Causal Learning and Reasoning, 236:769-792, Third Conference on Causal Learning and Reasoning, 2024 (Published) URL BibTeX
Physics for Inference and Optimization Conference Paper A causality-inspired plus-minus model for player evaluation in team sports De Bacco, C., Wang, Y., Blei, D. In Proceedings of Machine Learning Research , Conference on Causal Learning and Reasoning, July 2024 (Published) Paper DOI URL BibTeX
Physics for Inference and Optimization Article Flexible inference in heterogeneous and attributed multilayer networks Contisciani, M., Hobbhahn, M., Power, A. E., Hennig, P., De Bacco, C. September 2024, Submitted (Submitted) Preprint Code URL BibTeX
Physics for Inference and Optimization Article Similarity and economy of scale in urban transportation networks and\noptimal transport-based infrastructures Leite, D., De Bacco, C. Nature Communications, 15:7981, 2024 (Published) DOI URL BibTeX
Physics for Inference and Optimization Article Bilevel Optimization for Traffic Mitigation in Optimal Transport Networks Lonardi, A., De Bacco, C. Physical Review Letter, 131:267401, December 2023 (Published) Preprint Code Paper DOI URL BibTeX
Physics for Inference and Optimization Article Latent Network Models to Account for Noisy, Multiply-Reported Social Network Data. De Bacco, C., Contisciani, M., Cardoso-Silva, J., Safdari, H., Theuerkauf, D. B., Sweet, T., Young, J., Koster, J., Ross, C. T., McElreath, R., et al. Journal of the Royal Statistical Society: Series A, 186(3):355-375, July 2023 (Published) Code Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Community Detection in Large Hypergraphs Ruggeri, N., Contisciani, M., Battiston, F., De Bacco, C. Science Advances, 9, eadg9159, June 2023 (Published) Preprint Code Published version DOI BibTeX
Physics for Inference and Optimization Article Hypergraphx: a library for higher-order network analysis Lotito, Q. F., Contisciani, M., De Bacco, C., Di Gaetano, L., Gallo, L., Montresor, A., Musciotto, F., Ruggeri, N., Battiston, F. Journal of Complex Networks, 11, May 2023 (Published) Preprint Code DOI BibTeX
Physics for Inference and Optimization Article Immiscible Color Flows in Optimal Transport Networks for Image Classification Lonardi, A., Baptista, D., De Bacco, C. Frontiers Physics, 11, February 2023 (Published) Preprint Code DOI BibTeX
Physics for Inference and Optimization Article Infrastructure adaptation and emergence of loops in network routing with time-dependent loads Lonardi, A., Facca, E., Putti, M., De Bacco, C. Physical Review E, 107(2), February 2023 (Published) Code Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Anomaly, reciprocity, and community detection in networks Safdari, H., Contisciani, M., De Bacco, C. Physical Review Research, 5, 033084, January 2023 (Published) Preprint Published version DOI BibTeX
Physics for Inference and Optimization Article Convergence properties of optimal transport-based temporal hypernetworks Baptista, D., De Bacco, C. Applied Network Science, 8:3, January 2023 (Published) Preprint DOI BibTeX
Physics for Inference and Optimization Article Anomaly detection and community detection in networks Safdari, H., De Bacco, C. Journal of Big Data, 9, 122, December 2022 (Published) Preprint Code Published version DOI BibTeX
Physics for Inference and Optimization Article Inference of hyperedges and overlapping communities in hypergraphs Contisciani, M., Battiston, F., De Bacco, C. Nature Communications, 13:7229, November 2022 (Published) Preprint Code Published version DOI URL BibTeX
Physics for Inference and Optimization Article Community Detection in networks by Dynamical Optimal Transport Formulation Leite, D., Baptista, D., Ibrahim, A. A., Facca, E., De Bacco, C. Scientific Reports, 12:16811, October 2022 (Published) Preprint Code DOI URL BibTeX
Physics for Inference and Optimization Article Community detection and reciprocity in networks by jointly modeling pairs of edges Contisciani, M., Safdari, H., De Bacco, C. Journal of Complex Networks, 10(4):cnac034, August 2022 (Published) Code Preprint DOI URL BibTeX
Physics for Inference and Optimization Conference Paper Modeling Node Exposure for Community Detection in Networks Othman, S., Schulz, J., Baity-Jesi, M., De Bacco, C. Complex Networks and Their Applications XI: Proceedings of The Eleventh International Conference on Complex Networks and their Applications: COMPLEX NETWORKS 2022, :233-244 , Studies in Computational Intelligence , Springer, 11th International Conference on Complex Networks and Their Applications (COMPLEX NETWORKS 2021), July 2022 (Published) Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Sustainable optimal transport in multilayer networks Ibrahim, A. A., Leite, D., De Bacco, C. Physical Review E, 105(6):064302, June 2022 (Published) Preprint Code DOI URL BibTeX
Physics for Inference and Optimization Article Multicommodity routing optimization for engineering networks Lonardi, A., Putti, M., De Bacco, C. Scientific Reports , 12:7474, May 2022 (Published) Preprint Code DOI URL BibTeX
Physics for Inference and Optimization Article The interplay between ranking and communities in networks Iacovissi, L., De Bacco, C. Scientific Reports, 12:8992, May 2022 (Published) Code Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Reciprocity, community detection, and link prediction in dynamic networks Safdari, H., Contisciani, M., De Bacco, C. Journal of Physics: Complexity, 3(1):015010, February 2022 (Published) Code Preprint DOI BibTeX
Physics for Inference and Optimization Conference Paper Estimating Social Influence from Observational Data Sridhar, D., De Bacco, C., Blei, D. First Conference on Causal Learning and Reasoning, 2022 (Published) Preprint URL BibTeX
Physics for Inference and Optimization Article Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships Higham, K., Contisciani, M., De Bacco, C. Technological Forecasting and Social Change, 179:121628, 2022 (Published) Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Designing optimal networks for multicommodity transport problem Lonardi, A., Facca, E., Putti, M., De Bacco, C. Physical Review Research, 3(4):043010, October 2021 (Published) Code Preprint DOI BibTeX
Physics for Inference and Optimization Conference Paper Convergence properties of optimal transport-based temporal networks Baptista Theuerkauf, D., De Bacco, C. Complex Networks & Their Applications X , 1, Studies in Computational Intelligence , 10th International Conference on Complex Networks and Their Applications (COMPLEX NETWORKS 2021) , September 2021 (Published) Preprint DOI BibTeX
Physics for Inference and Optimization Article Principled network extraction from images Baptista, D., Bacco, C. D. Royal Society Open Science, 8(7):210025, July 2021 (Published) Preprint Code DOI BibTeX
Physics for Inference and Optimization Article Optimal Transport in Multilayer Networks for Traffic Flow Optimization for Traffic Flow Optimization Ibrahim, A. A., Lonardi, A., Bacco, C. D. Algorithms, 14(7):189, June 2021 (Published) Code Preprint DOI BibTeX
Physics for Inference and Optimization Article Generative model for reciprocity and community detection in networks Safdari, H., Contisciani, M., Bacco, C. D. Physical Review Research, 3(2):023209, April 2021 (Published) Preprint Code DOI URL BibTeX
Physics for Inference and Optimization Article Anomalous diffusion, nonergodicity, and ageing for exponentially and logarithmically time-dependent diffusivity: striking differences for massive versus massless particles Cherstvy, A. G., Safdari, H., Metzler, R. Journal of Physics D, 54(19):195401, 2021 (Published) DOI BibTeX
Physics for Inference and Optimization Master Thesis Community detection in heterogeneously attributed networks Zottino, N. Politecnico di Torino, 2021 (Published) URL BibTeX
Physics for Inference and Optimization Article Network extraction by routing optimization Baptista, T. D., Leite, D., Facca, E., Putti, M., De Bacco, C. Scientific Reports, 10:20806, November 2020 (Published) Code Preprint DOI URL BibTeX
Physics for Inference and Optimization Article Sampling on networks: estimating spectral centrality measures and their impact in evaluating other relevant network measures Ruggeri, N., De Bacco, C. Applied Network Science, 5:81, October 2020 (Published) Code Preprint pdf DOI BibTeX
Physics for Inference and Optimization Article Community detection with node attributes in multilayer networks Contisciani, M., Power, E. A., De Bacco, C. Scientific Reports, 10:15736, Nature, September 2020 (Published) Code Preprint pdf DOI BibTeX
Physics for Inference and Optimization Master Thesis Developing new methods for routing and optimal transport on networks Lonardi, A. Università degli studi di Padova, 2020 () pdf BibTeX
Physics for Inference and Optimization Master Thesis Edge-Disjoint Path Problem on Stochastic Block Models through Message Passing Ferretti, L. Sapienza Università di Roma, 2020 () BibTeX
Physics for Inference and Optimization Article Sampling on Networks: Estimating Eigenvector Centrality on Incomplete Networks Ruggeri, N., De Bacco, C. International Conference on Complex Networks and Their Applications, November 2019 (Published) Code Preprint pdf DOI BibTeX
Physics for Inference and Optimization Master Thesis Analysis and modelling of information ecosystems Pigani, E. Università degli studi di Padova, October 2019 () URL BibTeX
Physics for Inference and Optimization Article Dynamics of beneficial epidemics Berdahl, A., Brelsford, C., De Bacco, C., Dumas, M., Ferdinand, V., Grochow, J. A., nt Hébert-Dufresne, L., Kallus, Y., Kempes, C. P., Kolchinsky, A., et al. Scientific Reports, 9:15093, October 2019 (Published) DOI BibTeX
Physics for Inference and Optimization Master Thesis A new approach for community detection in multilayer networks Contisciani, M. Università degli studi di Padova, September 2019 () URL BibTeX
Physics for Inference and Optimization Master Thesis Dynamic hierarchical ranking in directed networks: from static SpringRank to dynamic and bayesian models using variational techniques Vecchia, A. D. Università degli studi di Padova, 2019 () pdf BibTeX
Physics for Inference and Optimization Master Thesis Variational Inference: Recent Advances and Applications to Dynamic Ranking on Graphs Ruggeri, N. Università degli studi di Padova, 2019 () pdf BibTeX