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

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Karthik Kashinath

Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers


Mar 16, 2021
Ashesh Chattopadhyay, Mustafa Mustafa, Pedram Hassanzadeh, Eviatar Bach, Karthik Kashinath

* Under review in Geoscientific Model Development 

  Access Paper or Ask Questions

Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations


Oct 03, 2020
Jaideep Pathak, Mustafa Mustafa, Karthik Kashinath, Emmanuel Motheau, Thorsten Kurth, Marcus Day

* Corrected typographical errors in the previous version related to the incorrectly formatted accented character "\'e" appearing in various places in the manuscript 

  Access Paper or Ask Questions

MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework


May 01, 2020
Chiyu Max Jiang, Soheil Esmaeilzadeh, Kamyar Azizzadenesheli, Karthik Kashinath, Mustafa Mustafa, Hamdi A. Tchelepi, Philip Marcus, Prabhat, Anima Anandkumar

* Supplementary Video: https://youtu.be/mjqwPch9gDo 

  Access Paper or Ask Questions

Towards Physics-informed Deep Learning for Turbulent Flow Prediction


Dec 21, 2019
Rui Wang, Karthik Kashinath, Mustafa Mustafa, Adrian Albert, Rose Yu


  Access Paper or Ask Questions

DisCo: Physics-Based Unsupervised Discovery of Coherent Structures in Spatiotemporal Systems


Sep 25, 2019
Adam Rupe, Nalini Kumar, Vladislav Epifanov, Karthik Kashinath, Oleksandr Pavlyk, Frank Schlimbach, Mostofa Patwary, Sergey Maidanov, Victor Lee, Prabhat, James P. Crutchfield


  Access Paper or Ask Questions

Towards Unsupervised Segmentation of Extreme Weather Events


Sep 16, 2019
Adam Rupe, Karthik Kashinath, Nalini Kumar, Victor Lee, Prabhat, James P. Crutchfield


  Access Paper or Ask Questions

Enforcing Statistical Constraints in Generative Adversarial Networks for Modeling Chaotic Dynamical Systems


May 13, 2019
Jin-Long Wu, Karthik Kashinath, Adrian Albert, Dragos Chirila, Prabhat, Heng Xiao


  Access Paper or Ask Questions

Spherical CNNs on Unstructured Grids


Jan 07, 2019
Chiyu "Max" Jiang, Jingwei Huang, Karthik Kashinath, Prabhat, Philip Marcus, Matthias Niessner

* Accepted as a conference paper at ICLR 2019. Codes available at https://github.com/maxjiang93/ugscnn 

  Access Paper or Ask Questions