TipPFN uses prior-data fitted networks and in-context learning on synthetic bifurcation data to detect proximity to critical transitions in unseen dynamical systems and real observations.
The influence of social norms on the dynamics of vaccinating behaviour for paediatric infectious diseases.Proceedings of the Royal Society B: Biological Sciences, 281(1780)
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In-context learning to predict critical transitions in dynamical systems
TipPFN uses prior-data fitted networks and in-context learning on synthetic bifurcation data to detect proximity to critical transitions in unseen dynamical systems and real observations.