Robust Classification using Contractive Hamiltonian Neural ODEs

22 March 2022

Papers citing "Robust Classification using Contractive Hamiltonian Neural ODEs"

10 / 10 papers shown

Title
Free Parametrization of L2-bounded State Space Models Leonardo Massai Giancarlo Ferrari-Trecate 37 0 0 31 Mar 2025
PAC bounds of continuous Linear Parameter-Varying systems related to neural ODEs Dániel Rácz Mihaly Petreczky Bálint Daróczy 57 0 0 07 Jul 2023
Unconstrained Parametrization of Dissipative and Contracting Neural Ordinary Differential Equations D. Martinelli C. Galimberti I. Manchester Luca Furieri Giancarlo Ferrari-Trecate 25 11 0 06 Apr 2023
Universal Approximation Property of Hamiltonian Deep Neural Networks M. Zakwan M. d’Angelo Giancarlo Ferrari-Trecate 36 5 0 21 Mar 2023
Efficient Certified Training and Robustness Verification of Neural ODEs Mustafa Zeqiri Mark Niklas Muller Marc Fischer Martin Vechev AAML 40 2 0 09 Mar 2023
Learning Robust State Observers using Neural ODEs (longer version) Keyan Miao Konstantinos Gatsis OOD 11 12 0 01 Dec 2022
Physically Consistent Neural ODEs for Learning Multi-Physics Systems M. Zakwan L. D. Natale B. Svetozarevic Philipp Heer Colin N. Jones Giancarlo Ferrari-Trecate PINN AI4CE 55 8 0 11 Nov 2022
Dynamical systems' based neural networks E. Celledoni Davide Murari B. Owren Carola-Bibiane Schönlieb Ferdia Sherry OOD 43 12 0 05 Oct 2022
Neural-Rendezvous: Provably Robust Guidance and Control to Encounter Interstellar Objects Hiroyasu Tsukamoto Soon-Jo Chung Benjamin P. S. Donitz M. Ingham D. Mages Yashwanth Kumar Nakka BDL 24 0 0 09 Aug 2022
Stable Neural Flows Stefano Massaroli Michael Poli Michelangelo Bin Jinkyoo Park Atsushi Yamashita Hajime Asama 46 31 0 18 Mar 2020