Feature Engineering with Regularity Structures

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Feature Engineering with Regularity Structures

12 August 2021

A. Gerasimovičs

ArXiv (abs)PDF HTML

Papers citing "Feature Engineering with Regularity Structures"

18 / 18 papers shown

Title
SPDEBench: An Extensive Benchmark for Learning Regular and Singular Stochastic PDEs Zheyan Li Yuantu Zhu Hao Ni Siran Li Bingguang Chen Qi Meng 42 0 0 24 May 2025
Neural Operator with Regularity Structure for Modeling Dynamics Driven by SPDEs Tailin Wu Qi Meng Bin Chen Shiqi Gong Yue Wang Wei Chen Rongchan Zhu Zhirui Ma Tie-Yan Liu AI4CE 58 11 0 13 Apr 2022
Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics C. Salvi M. Lemercier A. Gerasimovičs AI4CE 101 45 0 19 Oct 2021
MeshingNet: A New Mesh Generation Method based on Deep Learning Zheyan Zhang Yongxing Wang P. Jimack He Wang AI4CE 40 64 0 15 Apr 2020
Learning To Solve Differential Equations Across Initial Conditions Shehryar Malik Usman Anwar Ali Ahmed Alireza Aghasi AI4CE 43 8 0 26 Mar 2020
Machine Learning for Fluid Mechanics Steven Brunton B. R. Noack Petros Koumoutsakos AI4CE PINN 91 2,131 0 27 May 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 157 131 0 21 May 2019
Signature moments to characterize laws of stochastic processes I. Chevyrev Harald Oberhauser 403 112 0 25 Oct 2018
Neural Networks Trained to Solve Differential Equations Learn General Representations M. Magill F. Qureshi H. W. Haan 53 64 0 29 Jun 2018
Persistence paths and signature features in topological data analysis I. Chevyrev Vidit Nanda Harald Oberhauser 66 69 0 01 Jun 2018
DGM: A deep learning algorithm for solving partial differential equations Justin A. Sirignano K. Spiliopoulos AI4CE 97 2,067 0 24 Aug 2017
A signature-based machine learning model for bipolar disorder and borderline personality disorder Imanol Perez Arribas K. Saunders G. Goodwin Terry Lyons 159 97 0 22 Jul 2017
Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition Zecheng Xie Zenghui Sun Lianwen Jin Hao Ni Terry Lyons 85 124 0 09 Oct 2016
A Primer on the Signature Method in Machine Learning I. Chevyrev Andrey Kormilitzin 508 218 0 11 Mar 2016
Kernels for sequentially ordered data Franz J. Király Harald Oberhauser 393 137 0 29 Jan 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 572 8,017 0 13 Jun 2015
Sparse arrays of signatures for online character recognition Benjamin Graham 240 96 0 01 Aug 2013
Parameter estimation for rough differential equations A. Papavasiliou Christophe Ladroue 278 34 0 16 Dec 2008

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