Universal Approximation Theorems for Dynamical Systems with Infinite-Time Horizon Guarantees

PubMed 2026 Preprint Open access

Read full text
Authors: Ábel Ságodi, Il Memming Park
DOI: 10.48550/arxiv.2602.08640
Cited by: 0
References: 2

Abstract

, bridging topological guarantees to training metrics. These results provide the first universal approximation framework for multistable infinite-horizon dynamics.

Fields of Study & Subjects

Neural Networks and Applications Adaptive Dynamic Programming Control Reinforcement Learning in Robotics

Publication details

Journal / source
PubMed
Publication date
9 February 2026
Language
EN
Document type
Preprint