Learning Stable Deep Dynamics Models for Partially Observed or Delayed
Dynamical Systems

Learning Stable Deep Dynamics Models for Partially Observed or Delayed Dynamical Systems

27 October 2021

Andreas Schlaginhaufen

Florian Dorfler

Papers citing "Learning Stable Deep Dynamics Models for Partially Observed or Delayed Dynamical Systems"

13 / 13 papers shown

Title
Learning Macroscopic Dynamics from Partial Microscopic Observations Mengyi Chen Qianxiao Li AI4CE 36 0 0 31 Oct 2024
Neural DDEs with Learnable Delays for Partially Observed Dynamical Systems Thibault Monsel Emmanuel Menier Onofrio Semeraro L. Mathelin Guillaume Charpiat 25 0 0 03 Oct 2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction Niclas Alexander Göring Florian Hess Manuel Brenner Zahra Monfared Daniel Durstewitz AI4CE 32 10 0 28 Feb 2024
Learning Hybrid Dynamics Models With Simulator-Informed Latent States K. Ensinger Sebastian Ziesche Sebastian Trimpe 31 1 0 06 Sep 2023
Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems Truong X. Nghiem Ján Drgoňa Colin N. Jones Zoltán Nagy Roland Schwan ... J. Paulson Andrea Carron M. Zeilinger Wenceslao Shaw-Cortez D. Vrabie PINN AI4CE 32 30 0 24 Jun 2023
Lyapunov-Stable Deep Equilibrium Models Haoyu Chu Shikui Wei Ting Liu Yao-Min Zhao Yuto Miyatake AAML 31 3 0 25 Apr 2023
Autoregressive models for biomedical signal processing Jonas F. Haderlein A. Peterson A. Burkitt I. Mareels D. Grayden 11 0 0 17 Apr 2023
A Policy Optimization Method Towards Optimal-time Stability Shengjie Wang Lan Fengb Xiang Zheng Yu-wen Cao Oluwatosin Oseni Haotian Xu Tao Zhang Yang Gao 26 1 0 02 Jan 2023
Learning Deep Input-Output Stable Dynamics Yuji Okamoto Ryosuke Kojima OOD 23 5 0 27 Jun 2022
Recognition Models to Learn Dynamics from Partial Observations with Neural ODEs Mona Buisson-Fenet V. Morgenthaler Sebastian Trimpe F. D. Meglio 46 6 0 25 May 2022
Learning Stabilizable Deep Dynamics Models Kenji Kashima Ryota Yoshiuchi Yutaka Kawano 19 4 0 18 Mar 2022
LyaNet: A Lyapunov Framework for Training Neural ODEs I. D. Rodriguez Aaron D. Ames Yisong Yue 33 49 0 05 Feb 2022
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 175 598 0 22 Sep 2016