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Quantifying uncertainty for deep learning based forecasting and
  flow-reconstruction using neural architecture search ensembles

Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles

20 February 2023
R. Maulik
Romain Egele
Krishnan Raghavan
Prasanna Balaprakash
    UQCV
    AI4TS
    AI4CE
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Papers citing "Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles"

5 / 5 papers shown
Title
Empowering Bayesian Neural Networks with Functional Priors through
  Anchored Ensembling for Mechanics Surrogate Modeling Applications
Empowering Bayesian Neural Networks with Functional Priors through Anchored Ensembling for Mechanics Surrogate Modeling Applications
Javad Ghorbanian
Nicholas Casaprima
Audrey Olivier
28
0
0
08 Sep 2024
Higher order quantum reservoir computing for non-intrusive reduced-order
  models
Higher order quantum reservoir computing for non-intrusive reduced-order models
Saloua Naama
R. Maulik
16
0
0
31 Jul 2024
Leveraging Interpolation Models and Error Bounds for Verifiable Scientific Machine Learning
Leveraging Interpolation Models and Error Bounds for Verifiable Scientific Machine Learning
Tyler Chang
Andrew Gillette
R. Maulik
31
2
0
04 Apr 2024
Towards Reliable Uncertainty Quantification via Deep Ensembles in
  Multi-output Regression Task
Towards Reliable Uncertainty Quantification via Deep Ensembles in Multi-output Regression Task
Sunwoong Yang
K. Yee
UQCV
32
5
0
28 Mar 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
268
5,652
0
05 Dec 2016
1