LEADS: Learning Dynamical Systems that Generalize Across Environments

LEADS: Learning Dynamical Systems that Generalize Across Environments

8 June 2021

Emmanuel de Bézenac

Nicolas Baskiotis

Patrick Gallinari

Papers citing "LEADS: Learning Dynamical Systems that Generalize Across Environments"

12 / 12 papers shown

Title
Meta-Dynamical State Space Models for Integrative Neural Data Analysis Ayesha Vermani Josue Nassar Hyungju Jeon Matthew Dowling Il Memming Park 31 1 0 07 Oct 2024
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 39 3 0 07 Oct 2024
Zebra: In-Context and Generative Pretraining for Solving Parametric PDEs Louis Serrano Armand K. Koupai Thomas X. Wang Pierre Erbacher Patrick Gallinari AI4CE 38 3 0 04 Oct 2024
Strategies for Pretraining Neural Operators Anthony Y. Zhou Cooper Lorsung AmirPouya Hemmasian Amir Barati Farimani AI4CE 41 6 0 12 Jun 2024
Masked Autoencoders are PDE Learners Anthony Y. Zhou A. Farimani AI4CE 38 7 0 26 Mar 2024
Interpretable Meta-Learning of Physical Systems Matthieu Blanke Marc Lelarge AI4CE 30 5 0 01 Dec 2023
Phase2vec: Dynamical systems embedding with a physics-informed convolutional network Matthew Ricci Noa Moriel Zoe Piran Mor Nitzan AI4CE 24 5 0 07 Dec 2022
Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning Yeongwoo Song Hawoong Jeong OOD AI4CE 24 1 0 02 Dec 2022
Partial Differential Equations Meet Deep Neural Networks: A Survey Shudong Huang Wentao Feng Chenwei Tang Jiancheng Lv AI4CE AIMat 29 18 0 27 Oct 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 238 2,298 0 18 Oct 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 901 0 02 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 365 11,700 0 09 Mar 2017