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Realisation and ordering of synchronising equitable partitions as coupling increases

Determine, for a given multiplex network or hypergraph and associated coupling strengths, which externally equitable partitions are realised as cluster-synchronised solutions and establish the order in which these cluster states emerge as the coupling parameters increase.

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Background

The main results characterise when cluster-synchronised solutions can exist via structural equitability. However, whether a particular equitable partition is dynamically realised and in what sequence clusters synchronise as coupling strengths vary depends on stability and bifurcation structure, which are not addressed by the existence results.

The authors identify the need to generalise the realisation and ordering analysis—previously studied in the monolayer network case—to multiplex and hypergraph dynamics, where simultaneous equitability across layers or interaction orders adds complexity.

References

Our results formalise and clarify the relationship between cluster synchronisation and equitability, including a new concept of dynamical stability, on networks, and higher-order networks, but several important open questions remain. These include fast and exhaustive algorithms to find equitable partitions in arbitrary multiplexes and hypergraphs; the realisation and ordering problem, that is, which equitable partitions and in which order they synchronise as we increase the coupling strength parameters (see for the network case); the stability question, that is, finding general conditions that guarantee the stability and a synchronised solution, for instance from a quotient to a parent solution; and an extension to non-identical dynamical units such as general multi-layer networks and to other synchronisation types beyond identical synchronisation.

Equitability and explosive synchronisation in multiplex and higher-order networks (2507.09319 - Kovalenko et al., 12 Jul 2025) in Conclusions