Universal approximation property of ODENet and ResNet with a single
activation functionJournal of Computational Mathematics and Data Science (JCMDS), 2024 |
Vocabulary for Universal Approximation: A Linguistic Perspective of
Mapping CompositionsInternational Conference on Machine Learning (ICML), 2023 |
Learning on Manifolds: Universal Approximations Properties using
Geometric Controllability Conditions for Neural ODEsConference on Learning for Dynamics & Control (L4DC), 2023 |
Universal Approximation Property of Hamiltonian Deep Neural NetworksIEEE Control Systems Letters (L-CSS), 2023 |
Learning Robust State Observers using Neural ODEs (longer version)Conference on Learning for Dynamics & Control (L4DC), 2022 |
Achieve the Minimum Width of Neural Networks for Universal ApproximationInternational Conference on Learning Representations (ICLR), 2022 |
Neural ODE Control for Trajectory Approximation of Continuity EquationIEEE Control Systems Letters (L-CSS), 2022 |