#machine learning
Aug 2025
Neural Stochastic Differential Equations on Compact State-Spaces
A novel class of expressive SDEs whose solutions are provably confined to a prescribed compact polyhedral state space, matching the domains of EMA data is developed, paving the way for principled, trustworthy continuous-time models of suicide risk and other clinical time series.
Yue Liu, Malinda Lu, Matthew K. Nock et al.
· arXiv.org · 1 citation