Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

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


Feb 20, 2023
Romit Maulik, Romain Egele, Krishnan Raghavan, Prasanna Balaprakash

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Multiscale Graph Neural Network Autoencoders for Interpretable Scientific Machine Learning


Feb 17, 2023
Shivam Barwey, Varun Shankar, Venkatasubramanian Viswanathan, Romit Maulik

Add code

* 30 pages, 17 figures. Correction: Fixed authorship 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Differentiable physics-enabled closure modeling for Burgers' turbulence


Sep 23, 2022
Varun Shankar, Vedant Puri, Ramesh Balakrishnan, Romit Maulik, Venkatasubramanian Viswanathan

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Stabilized Neural Ordinary Differential Equations for Long-Time Forecasting of Dynamical Systems


Mar 29, 2022
Alec J. Linot, Josh W. Burby, Qi Tang, Prasanna Balaprakash, Michael D. Graham, Romit Maulik

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Multi-fidelity reinforcement learning framework for shape optimization


Feb 22, 2022
Sahil Bhola, Suraj Pawar, Prasanna Balaprakash, Romit Maulik

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification


Oct 26, 2021
Romain Egele, Romit Maulik, Krishnan Raghavan, Prasanna Balaprakash, Bethany Lusch

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Assessments of model-form uncertainty using Gaussian stochastic weight averaging for fluid-flow regression


Sep 16, 2021
Masaki Morimoto, Kai Fukami, Romit Maulik, Ricardo Vinuesa, Koji Fukagata

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Data-Driven Wind Turbine Wake Modeling via Probabilistic Machine Learning


Sep 06, 2021
S. Ashwin Renganathan, Romit Maulik, Stefano Letizia, Giacomo Valerio Iungo

Add code

* 18 pages, 10 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Learning the temporal evolution of multivariate densities via normalizing flows


Jul 29, 2021
Yubin Lu, Romit Maulik, Ting Gao, Felix Dietrich, Ioannis G. Kevrekidis, Jinqiao Duan

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
>>