ODEFormer: Symbolic Regression of Dynamical Systems with Transformers

ODEFormer: Symbolic Regression of Dynamical Systems with Transformers

9 October 2023

Stéphane d’Ascoli

Alexander Mathis

Philippe Schwaller

Papers citing "ODEFormer: Symbolic Regression of Dynamical Systems with Transformers"

19 / 19 papers shown

Title
Grammar-based Ordinary Differential Equation Discovery Karin L. Yu Eleni Chatzi Georgios Kissas 35 0 0 03 Apr 2025
Foundation Inference Models for Stochastic Differential Equations: A Transformer-based Approach for Zero-shot Function Estimation Patrick Seifner K. Cvejoski David Berghaus C. Ojeda Ramses J. Sanchez DiffM 45 1 0 26 Feb 2025
Mechanistic PDE Networks for Discovery of Governing Equations Adeel Pervez E. Gavves Francesco Locatello AI4CE 71 1 0 25 Feb 2025
Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts Roussel Desmond Nzoyem David A.W. Barton Tom Deakin 72 1 0 07 Feb 2025
Al-Khwarizmi: Discovering Physical Laws with Foundation Models Christopher E. Mower Haitham Bou-Ammar AI4CE 74 1 0 03 Feb 2025
Self-supervised contrastive learning performs non-linear system identification Rodrigo González Laiz Tobias Schmidt Steffen Schneider SSL 29 0 0 18 Oct 2024
Neural Symbolic Regression of Complex Network Dynamics Haiquan Qiu Shuzhi Liu Quanming Yao 19 1 0 15 Oct 2024
Data-driven model discovery with Kolmogorov-Arnold networks Mohammadamin Moradi Shirin Panahi Erik M. Bollt Ying-Cheng Lai 21 2 0 23 Sep 2024
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching Nan Jiang Md Nasim Yexiang Xue 18 0 0 02 Sep 2024
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming Yousef A. Radwan G. Kronberger Stephan M. Winkler OffRL 40 4 0 05 Jun 2024
Marrying Causal Representation Learning with Dynamical Systems for Science Dingling Yao Caroline Muller Francesco Locatello CML AI4CE 26 6 0 22 May 2024
LLM4ED: Large Language Models for Automatic Equation Discovery Mengge Du Yuntian Chen Zhongzheng Wang Longfeng Nie Dong-juan Zhang 20 3 0 13 May 2024
Out-of-Domain Generalization in Dynamical Systems Reconstruction Niclas Alexander Göring Florian Hess Manuel Brenner Zahra Monfared Daniel Durstewitz AI4CE 25 10 0 28 Feb 2024
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems Patrick Seifner K. Cvejoski Ramses J. Sanchez Ramsés J. Sánchez AI4TS AI4CE 18 3 0 12 Feb 2024
Vertical Symbolic Regression via Deep Policy Gradient Nan Jiang Md Nasim Yexiang Xue 8 1 0 01 Feb 2024
A projected nonlinear state-space model for forecasting time series signals Christian Donner Anuj Mishra Hideaki Shimazaki AI4TS 16 0 0 22 Nov 2023
MMViT: Multiscale Multiview Vision Transformers Yuchen Liu Natasha Ong Kaiyan Peng Bo Xiong Qifan Wang ... Madian Khabsa Kaiyue Yang David C. Liu Donald Williamson Hanchao Yu ViT 17 4 0 28 Apr 2023
GSR: A Generalized Symbolic Regression Approach Tony Tohme Dehong Liu K. Youcef-Toumi 51 14 0 31 May 2022
Inferring the Structure of Ordinary Differential Equations Juliane Weilbach S. Gerwinn Christian Weilbach M. Kandemir 13 3 0 05 Jul 2021