Universal Approximation Theorems for Dynamical Systems with Infinite-Time Horizon Guarantees
Framework guarantees universal approximation for multistable dynamics with infinite-time horizon guarantees, linking topological properties to training metrics.
Published 2026Sydney Poster Session 4 · Wed, Dec 9, 5:00 PM–8:00 PM local time · Hall 1-4arXiv ↗OpenReview ↗
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Abstract
, bridging topological guarantees to training metrics. These results provide the first universal approximation framework for multistable infinite-horizon dynamics.