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20132026
most citedNetworks beyond pairwise interactions: structure and dynamics

1.6k citations · 6.7k across the 76 of their papers we have counts for

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59 papers · 1 filter

physics.soc-ph2026

When higher-order interactions matter: reducibility, parsimony, and microscopic organization

Alex Arenas, Federico Battiston, Andrea Gabrielli

The current debate on higher-order interactions raises a fundamental question: when can systems organized through group interactions be faithfully represented within a graph-based…

physics.soc-ph2026

Latent geometry organizes higher-order interactions

Berné L. Nortier, Jasper van der Kolk, Robert Jankowski +4

Higher-order structures offer a natural representation of complex systems that involve interactions between groups of different sizes. A widespread feature of their higher-order st…

physics.soc-ph2026

From streaks to synergies: A multi-scale analysis of performance and scoring in the NBA

Malvina Bozhidarova, Yanpei Cai, Ricardo M. S. Carvalho +7

Modern play-by-play data make it possible to test long-standing intuitions about basketball with the same statistical rigour now routinely applied to other professional sports. Usi…

physics.soc-ph2026★ 1 cited

Hypergraphx-data: a repository for higher-order network data

Quintino Francesco Lotito, Lorenzo Betti, Berné Nortier +2

The availability of network datasets advances research in network science, machine learning and related fields by enabling empirical analyses and their reproducibility, algorithm d…

physics.soc-ph2026

Dynamical processes and emergent behaviors in multiplex networks

Federico Battiston, Mattia Frasca, Jesus Gómez-Gardeñes +4

Over the last two decades, network science has greatly advanced our understanding of how the collective behaviors of a complex system emerge from the interactions among its basic u…

physics.soc-ph2026

Emergence of cooperation in nonlinear higher-order public goods games

Jaume Llabrés, Onkar Sadekar, Federico Malizia +1

Evolutionary game theory has provided substantial contributions to explain the emergence of cooperation under unfavorable conditions in ecology, economics, and the social sciences.…

physics.soc-ph2026

Structural reducibility of hypergraphs

Alec Kirkley, Helcio Felippe, Federico Battiston

Higher-order interactions provide a nuanced understanding of the relational structure of complex systems beyond traditional pairwise interactions. However, higher-order network ana…

physics.soc-ph2026

Nested hyperedges promote the onset of collective transitions but suppress explosive behavior

Federico Malizia, Andrés Guzmán, Federico Battiston +1

Higher-order interactions can induce abrupt collective transitions, yet the microscopic mechanisms controlling macroscopic critical behavior remain unclear. Here we show that neste…

physics.soc-ph2025

Information theory for hypergraph similarity

Helcio Felippe, Alec Kirkley, Federico Battiston

Comparing networks is essential for a number of downstream tasks, from clustering to anomaly detection. Despite higher-order interactions being critical for understanding the dynam…

physics.soc-ph2025★ 12 cited

Drivers of cooperation in social dilemmas on higher-order networks

Onkar Sadekar, Andrea Civilini, Vito Latora +1

Understanding cooperation in social dilemmas requires models that capture the complexity of real-world interactions. While network frameworks have provided valuable insights to mod…

physics.soc-ph2025★ 3 cited

Higher-order shortest paths in hypergraphs

Berné L. Nortier, Simon Dobson, Federico Battiston

One of the defining features of complex networks is the connectivity properties that we observe emerging from local interactions. Recently, hypergraphs have emerged as a versatile…

physics.soc-ph2024★ 9 cited

Collective dynamics behind success

Manuel S. Mariani, Federico Battiston, Emőke-Ágnes Horvát +3

Understanding the collective dynamics behind the success of ideas, products, behaviors, and social actors is critical for decision-making across diverse contexts, including hiring,…

physics.soc-ph2024

The microscale organization of directed hypergraphs

Quintino Francesco Lotito, Alberto Vendramini, Alberto Montresor +1

Many real-world complex systems are characterized by non-pairwise -- higher-order -- interactions among system's units, and can be effectively modeled as hypergraphs. Directed hype…

physics.soc-ph2024★ 2 cited

The networks of ingredient combinations as culinary fingerprints of world cuisines

Claudio Caprioli, Saumitra Kulkarni, Federico Battiston +3

Investigating how different ingredients are combined in popular dishes is crucial to uncover the principles behind food preferences. Here, we use data from public food repositories…

physics.soc-ph2024★ 1 cited

Team careers in science: formation, composition and success of persistent collaborations

Sandeep Chowdhary, Luca Gallo, Federico Musciotto +1

Teams are the fundamental units propelling innovation and advancing modern science. A rich literature links the fundamental features of teams, such as their size and diversity, to…

physics.soc-ph2024★ 2 cited

Gender disparities in the dissemination and acquisition of scientific knowledge

Chiara Zappalà, Luca Gallo, Jan Bachmann +2

Recent research has challenged the widespread belief that gender inequities in academia would disappear simply by increasing the number of women. More complex causes might be at pl…

physics.soc-ph2024★ 4 cited

Higher-order modeling of face-to-face interactions

Luca Gallo, Chiara Zappalà, Fariba Karimi +1

The most fundamental social interactions among humans occur face-to-face. Their features have been extensively studied in recent years, owing to the availability of high-resolution…

physics.soc-ph2024★ 15 cited

Network mutual information measures for graph similarity

Helcio Felippe, Federico Battiston, Alec Kirkley

A wide range of tasks in network analysis, such as clustering network populations or identifying anomalies in temporal graph streams, require a measure of the similarity between tw…

physics.soc-ph2024★ 5 cited

The dynamics of leadership and success in software development teams

Lorenzo Betti, Luca Gallo, Johannes Wachs +1

From science to industry, teamwork plays a crucial role in knowledge production and innovation. Most studies consider teams as static groups of individuals, thereby failing to capt…

physics.soc-ph2024★ 1 cited

Reducibility of higher-order networks from dynamics

Maxime Lucas, Luca Gallo, Arsham Ghavasieh +2

Empirical complex systems can be characterized not only by pairwise interactions, but also by higher-order (group) interactions influencing collective phenomena, from metabolic rea…

physics.soc-ph2024★ 15 cited

Multiplex measures for higher-order networks

Quintino Francesco Lotito, Alberto Montresor, Federico Battiston

A wide variety of complex systems are characterized by interactions of different types involving varying numbers of units. Multiplex hypergraphs serve as a tool to describe such st…

physics.soc-ph2024★ 7 cited

Individual and team performance in cricket

Onkar Sadekar, Sandeep Chowdhary, M. S. Santhanam +1

Advancements in technology have recently allowed us to collect and analyse large-scale fine-grained data about human performance, drastically changing the way we approach sports. H…

physics.soc-ph2024★ 13 cited

Synergistic signatures of group mechanisms in higher-order systems

Thomas Robiglio, Matteo Neri, Davide Coppes +4

The interplay between causal mechanisms and emerging collective behaviors is a central aspect of understanding, controlling, and predicting complex networked systems. In our work,…

physics.soc-ph2023★ 16 cited

Evolutionary game selection creates cooperative environments

Onkar Sadekar, Andrea Civilini, Jesús Gómez-Gardeñes +2

The emergence of collective cooperation in competitive environments is a well-known phenomenon in biology, economics, and social systems. While most evolutionary game models focus…