83 citations · 184 across the 9 of their papers we have counts for
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physics.soc-ph2020★ 2 cited
Detecting structural perturbations from time series with deep learning
Edward Laurence, Charles Murphy, Guillaume St-Onge +2
Small disturbances can trigger functional breakdowns in complex systems. A challenging task is to infer the structural cause of a disturbance in a networked system, soon enough to…
physics.soc-ph2020★ 83 cited
Deep learning of contagion dynamics on complex networks
Charles Murphy, Edward Laurence, Antoine Allard
Forecasting the evolution of contagion dynamics is still an open problem to which mechanistic models only offer a partial answer. To remain mathematically or computationally tracta…