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2307.06950
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Pathway toward prior knowledge-integrated machine learning in engineering
10 July 2023
Xia Chen
Philipp Geyer
AI4CE
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Papers citing
"Pathway toward prior knowledge-integrated machine learning in engineering"
5 / 5 papers shown
Title
Machine Learning in Proton Exchange Membrane Water Electrolysis -- Part I: A Knowledge-Integrated Framework
Xia Chen
A. Rex
Janis Woelke
Christoph Eckert
B. Bensmann
R. Hanke‐Rauschenbach
Philipp Geyer
21
0
0
24 Jan 2024
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets
Xia Chen
M. Singh
Philipp Geyer
12
3
0
23 Jan 2023
On the Principles of Parsimony and Self-Consistency for the Emergence of Intelligence
Y. Ma
Doris Y. Tsao
H. Shum
59
75
0
11 Jul 2022
Learning in High Dimension Always Amounts to Extrapolation
Randall Balestriero
J. Pesenti
Yann LeCun
33
102
0
18 Oct 2021
B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data
Liu Yang
Xuhui Meng
George Karniadakis
PINN
170
755
0
13 Mar 2020
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