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Flow Map Learning for Unknown Dynamical Systems: Overview,
  Implementation, and Benchmarks

Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks

20 July 2023
V. Churchill
D. Xiu
    AI4CE
ArXivPDFHTML

Papers citing "Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks"

6 / 6 papers shown
Title
DUE: A Deep Learning Framework and Library for Modeling Unknown Equations
DUE: A Deep Learning Framework and Library for Modeling Unknown Equations
Junfeng Chen
Kailiang Wu
D. Xiu
22
0
0
14 Apr 2025
Entropy stable conservative flux form neural networks
Entropy stable conservative flux form neural networks
Lizuo Liu
Tongtong Li
Anne Gelb
Yoonsang Lee
34
0
0
04 Nov 2024
Data-driven Effective Modeling of Multiscale Stochastic Dynamical
  Systems
Data-driven Effective Modeling of Multiscale Stochastic Dynamical Systems
Yuán Chen
Dongbin Xiu
31
0
0
27 Aug 2024
Positional Knowledge is All You Need: Position-induced Transformer (PiT)
  for Operator Learning
Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning
Junfeng Chen
Kailiang Wu
37
3
0
15 May 2024
Deep-OSG: Deep Learning of Operators in Semigroup
Deep-OSG: Deep Learning of Operators in Semigroup
Junfeng Chen
Kailiang Wu
AI4TS
15
6
0
07 Feb 2023
Deep Learning of Chaotic Systems from Partially-Observed Data
Deep Learning of Chaotic Systems from Partially-Observed Data
V. Churchill
D. Xiu
34
12
0
12 May 2022
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