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Novel Deep neural networks for solving Bayesian statistical inverse

Novel Deep neural networks for solving Bayesian statistical inverse

Harbir Antil
H. Elman
Akwum Onwunta
Deepanshu Verma
    BDL
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Papers citing "Novel Deep neural networks for solving Bayesian statistical inverse"

9 / 9 papers shown
Title
OCTANE -- Optimal Control for Tensor-based Autoencoder Network Emergence: Explicit Case
OCTANE -- Optimal Control for Tensor-based Autoencoder Network Emergence: Explicit Case
R. Khatri
Anthony Kolshorn
Colin Olson
Harbir Antil
28
0
0
09 Sep 2025
Epistemic Modeling Uncertainty of Rapid Neural Network Ensembles for Adaptive Learning
Epistemic Modeling Uncertainty of Rapid Neural Network Ensembles for Adaptive LearningFinite elements in analysis and design (FEAD), 2023
Atticus Beachy
Harok Bae
José Camberos
R. Grandhi
69
5
0
12 Sep 2023
Time Regularization in Optimal Time Variable Learning
Time Regularization in Optimal Time Variable LearningPamm (PAMM), 2023
Evelyn Herberg
Roland A. Herzog
Frederik Köhne
AI4TSAI4CE
59
1
0
28 Jun 2023
A Note on Dimensionality Reduction in Deep Neural Networks using Empirical Interpolation Method
A Note on Dimensionality Reduction in Deep Neural Networks using Empirical Interpolation Method
Harbir Antil
Madhu Gupta
Randy Price
88
2
0
16 May 2023
Efficient Bayesian Physics Informed Neural Networks for Inverse Problems via Ensemble Kalman Inversion
Efficient Bayesian Physics Informed Neural Networks for Inverse Problems via Ensemble Kalman Inversion
Andrew Pensoneault
Xueyu Zhu
PINN
125
6
0
13 Mar 2023
Neural Network Representation of Time Integrators
Neural Network Representation of Time IntegratorsInternational Journal for Numerical Methods in Engineering (IJNME), 2022
R. Löhner
Harbir Antil
AI4TS
49
1
0
30 Nov 2022
An Optimal Time Variable Learning Framework for Deep Neural Networks
An Optimal Time Variable Learning Framework for Deep Neural NetworksAnnals of Mathematical Sciences and Applications (AMSA), 2022
Harbir Antil
Hugo Díaz
Evelyn Herberg
80
4
0
18 Apr 2022
NINNs: Nudging Induced Neural Networks
NINNs: Nudging Induced Neural Networks
Harbir Antil
R. Löhner
Randy Price
AI4CE
49
2
0
15 Mar 2022
Novel DNNs for Stiff ODEs with Applications to Chemically Reacting Flows
Novel DNNs for Stiff ODEs with Applications to Chemically Reacting Flows
Thomas S. Brown
Harbir Antil
R. Löhner
F. Togashi
Deepanshu Verma
AI4CE
65
17
0
01 Apr 2021