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20092026
most citedCausal Network Inference by Optimal Causation Entropy

222 citations · 1.3k across the 45 of their papers we have counts for

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15 papers · 1 filter

nlin.AO2026

Hodge Decomposition Guides the Optimization of Synchronization over Simplicial Complexes

Cameron Purple, Per Sebastian Skardal, Dane Taylor

Despite growing interest in synchronization dynamics over "higher-order" network models, optimization theory for such systems is limited. Here, we study a family of Kuramoto models…

nlin.AO2025

Emergent Topology of Optimal Networks for Synchrony

Guram Mikaberidze, Dane Taylor

Designing high-performing networks requires optimizing for functionality while respecting physical, spatial, or budget constraints. Yet, mathematical and computational tools to des…

nlin.AO2022★ 13 cited

Simplicial cascades are orchestrated by the multidimensional geometry of neuronal complexes

Bengier Ulgen Kilic, Dane Taylor

Cascades arise in many contexts (e.g., neuronal avalanches, social contagions, and system failures). Despite evidence that propagations often involve higher-order dependencies, cas…

nlin.AO2021★ 3 cited

Grass-roots optimization of coupled oscillator networks

Pranick R. Chamlagai, Dane Taylor, Per Sebastian Skardal

Despite the prevalence of biological and physical systems for which synchronization is critical, existing theory for optimizing synchrony depends on global information and does not…

nlin.AO2021★ 81 cited

Higher-order interactions improve optimal collective dynamics on networks

Per Sebastian Skardal, Lluís Arola-Fernández, Dane Taylor +1

Collective behavior plays a key role in the function of a wide range of physical, biological, and neurological systems where empirical evidence has recently uncovered the prevalenc…

nlin.AO2019★ 8 cited

Synchronization of Network-Coupled Oscillators with Uncertain Dynamics

Per Sebastian Skardal, Dane Taylor, Jie Sun

Synchronization of network-coupled dynamical units is important to a variety of natural and engineered processes including circadian rhythms, cardiac function, neural processing, a…