ReviewJournal of the Royal Society, Interface2022
Dynamics on higher-order networks: a review.
Review in Journal of the Royal Society, Interface, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
47 citing papers in PubMed.
- Multiplayer social dilemmas in completely mixed populations and networks of mixing communities.Journal of mathematical biology · 2026Article
- Contrasting Resilience Diagnostics in Route-Preserving Multimodal Transit Hypergraphs.Entropy (Basel, Switzerland) · 2026Article
- Experimental datasets on intermittency and observability in networks of electronic oscillators. Analogue and hybrid configuration.Data in brief · 2026Article
- Unifying non-Markovian dynamics and agent heterogeneity in scalable stochastic networks.Nature communications · 2026Article
- Coupled Dynamics of Vaccination Behavior and Epidemic Spreading on Multilayer Higher-Order Networks.Entropy (Basel, Switzerland) · 2026Article
- Strategy evolution on temporal hypergraphs.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- The frequency response of networks as open systems.Nature communications · 2026Article
- Hypergraph-based decay analysis for predicting and classifying states beyond regge trajectories.PloS one · 2026Article
- Convergence analysis and application for high-order neural networks based on gradient descent learning algorithm via smooth regularization.Scientific reports · 2025Article
- Evolutionary dynamics of trust in hierarchical populations with varying investment strategies.Journal of the Royal Society, Interface · 2025Article
- Study on the robust control of higher-order networks.Scientific reports · 2025Article
- Synchronization of Kuromoto Oscillators on Simplicial Complexes: Hysteresis, Cluster Formation and Partial Synchronization.Entropy (Basel, Switzerland) · 2025Review
- Hybrid universality classes of systemic cascades.Nature communications · 2025Article
- Hyperedge overlap drives explosive transitions in systems with higher-order interactions.Nature communications · 2025Article
- An opinion evolution model for online social networks considering higher-order interactions.PloS one · 2025Article
- The impact of structured higher-order interactions on ecological network stability.Theoretical ecology · 2025Article
- Social polarization promoted by sparse higher-order interactions.Communications physics · 2025Article
- Empirical evidence for structural balance theory in functional brain networks.Frontiers in network physiology · 2025Article
- Unraveling the dynamics of a flux coupled Chialvo neurons and the existence of extreme events.Cognitive neurodynamics · 2024Article
- A novel memristive neuron model and its energy characteristics.Cognitive neurodynamics · 2024Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Network science has evolved into an indispensable platform for studying complex systems. But recent research has identified limits of classical networks, where links connect pairs of nodes, to comprehensively describe group interactions. Higher-order networks, where a link can connect more than two nodes, have therefore emerged as a new frontier in network science. Since group interactions are common in social, biological and technological systems, higher-order networks have recently led to important new discoveries across many fields of research. Here, we review these works, focusing in particular on the novel aspects of the dynamics that emerges on higher-order networks. We cover a variety of dynamical processes that have thus far been studied, including different synchronization phenomena, contagion processes, the evolution of cooperation and consensus formation. We also outline open challenges and promising directions for future research.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.