14 citations · 14 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 14 cited
Multi-fidelity wavelet neural operator with application to uncertainty quantification
Akshay Thakur, Tapas Tripura, Souvik Chakraborty
Operator learning frameworks, because of their ability to learn nonlinear maps between two infinite dimensional functional spaces and utilization of neural networks in doing so, ha…
stat.ML2022
Deep Capsule Encoder-Decoder Network for Surrogate Modeling and Uncertainty Quantification
Akshay Thakur, Souvik Chakraborty
We propose a novel \textit{capsule} based deep encoder-decoder model for surrogate modeling and uncertainty quantification of systems in mechanics from sparse data. The proposed fr…