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If the coupling is weak, phase reduction\u2014the reduction of the dynamics onto an invariant torus\u2014captures the emergence of collective dynamical phenomena, such as synchronization. While a first-order approximation of the dynamics on the torus may be appropriate in some situations, higher-order phase reductions become necessary, for example, when the coupling strength increases. However, these are generally hard to compute and thus they have only been derived in special cases: This includes globally coupled Stuart\u2013Landau oscillators, where the limit cycle of the uncoupled nonlinear oscillator is circular as the amplitude is independent of the phase. We go beyond this restriction and derive second-order phase reductions for coupled oscillators for arbitrary networks of coupled nonlinear oscillators with phase-dependent amplitude, a scenario more reminiscent of real-world oscillations. We analyze how the deformation of the limit cycle affects the stability of important dynamical states, such as full synchrony and splay states. By identifying higher-order phase interaction terms with hyperedges of a hypergraph, we obtain natural classes of coupled phase oscillator dynamics on hypergraphs that adequately capture the dynamics of coupled limit cycle oscillators.\n<\/jats:p>","DOI":"10.1007\/s00332-024-10053-3","type":"journal-article","created":{"date-parts":[[2024,6,24]],"date-time":"2024-06-24T19:57:49Z","timestamp":1719259069000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Higher-Order Network Interactions Through Phase Reduction for Oscillators with Phase-Dependent Amplitude"],"prefix":"10.1007","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5238-1146","authenticated-orcid":false,"given":"Christian","family":"Bick","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8435-4775","authenticated-orcid":false,"given":"Tobias","family":"B\u00f6hle","sequence":"additional","affiliation":[]},{"given":"Christian","family":"Kuehn","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,6,24]]},"reference":[{"issue":"9","key":"10053_CR1","doi-asserted-by":"publisher","first-page":"4641","DOI":"10.1088\/1361-6544\/ace39f","volume":"36","author":"M Aguiar","year":"2023","unstructured":"Aguiar, M., Bick, C., Dias, A.: Network dynamics with higher-order interactions: coupled cell hypernetworks for identical cells and synchrony. 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