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Universal Time Series Generation with Neural Controlled Differential Equations

Structured Linear Controlled Differential Equations are universal time-series generators that approximate induced path laws on compact latent sets, and Generative SLiCEs improve probabilistic forecasting and downstream task performance on irregular grids.

Torben Berndt, Elyes Farjallah, Leif Seute, RAEID SAQUR and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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