Preprint
Oct 2026
Distilling neural networks into equations to predict planetary instability
The problem of predicting when a multi-planet system will become dynamically unstable has defied analytical progress over the past three hundred years. Recent machine learning advances achieve high predictive performance of instability dynamics, but as black-box systems cannot be interpreted to connect to existing scie...
Simon Alford, Edward Gu, Omar Costilla-Reyes et al.
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