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Uncertainty Prediction for Machine Learning Models of Material
  Properties

Uncertainty Prediction for Machine Learning Models of Material Properties

ACS Omega (ACS Omega), 2021
16 July 2021
F. Tavazza
Brian L. DeCost
K. Choudhary
ArXiv (abs)PDFHTML

Papers citing "Uncertainty Prediction for Machine Learning Models of Material Properties"

8 / 8 papers shown
Training Variation of Physically-Informed Deep Learning Models
Training Variation of Physically-Informed Deep Learning Models
Ashley Lenau
Dennis Dimiduk
Stephen R. Niezgoda
175
0
0
03 Oct 2025
Large language models as uncertainty-calibrated optimizers for experimental discovery
Large language models as uncertainty-calibrated optimizers for experimental discovery
Bojana Ranković
Ryan-Rhys Griffiths
P. Schwaller
BDL
1.1K
3
0
08 Apr 2025
An information-matching approach to optimal experimental design and active learning
An information-matching approach to optimal experimental design and active learning
Yonatan Kurniawan
Tracianne B. Neilsen
Benjamin L. Francis
Alex M. Stankovic
Mingjian Wen
Ilia Nikiforov
E. Tadmor
Vasily V. Bulatov
Vincenzo Lordi
Mark K. Transtrum
296
2
0
05 Nov 2024
Reliability and Interpretability in Science and Deep Learning
Reliability and Interpretability in Science and Deep Learning
Luigi Scorzato
360
27
0
14 Jan 2024
Materials Property Prediction with Uncertainty Quantification: A
  Benchmark Study
Materials Property Prediction with Uncertainty Quantification: A Benchmark StudyApplied Physics Reviews (APR), 2022
Daniel Varivoda
Rongzhi Dong
Sadman Sadeed Omee
Jianjun Hu
AI4CE
416
33
0
04 Nov 2022
Artificial Intelligence in Material Engineering: A review on
  applications of AI in Material Engineering
Artificial Intelligence in Material Engineering: A review on applications of AI in Material EngineeringAdvanced Engineering Materials (AEM), 2022
Lipichanda Goswami
Manoj Deka
Mohendra Roy
AI4CE
368
42
0
15 Sep 2022
Building Robust Machine Learning Models for Small Chemical Science Data:
  The Case of Shear Viscosity
Building Robust Machine Learning Models for Small Chemical Science Data: The Case of Shear Viscosity
Nikhil V. S. Avula
S. K. Veesam
Sudarshan Behera
S. Balasubramanian
173
8
0
23 Aug 2022
Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design
Uncertainty-Aware Mixed-Variable Machine Learning for Materials DesignScientific Reports (Sci Rep), 2022
Hengrui Zhang
WeiWayneChen
Akshay Iyer
D. Apley
Wei Chen
AI4CE
289
22
0
11 Jul 2022
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