Numerical Approximation in CFD Problems Using Physics Informed Machine Learning. - Siddharth Rout; Vikas Dwivedi; Balaji Srinivasan (CoRR, 2021)

Airfoil Shape Optimization using Deep Q-Network. - Siddharth Rout; Chao-An Lin (CoRR, 2022)

PINN for Dynamical Partial Differential Equations is Not Training Deeper Networks Rather Learning Advection and Time Variance. - Siddharth Rout (CoRR, 2023)

Advection Augmented Convolutional Neural Networks. - Niloufar Zakariaei; Siddharth Rout; Eldad Haber; Moshe Eliasof (NeurIPS, 2024)

Probabilistic Forecasting for Dynamical Systems with Missing or Imperfect Data. - Siddharth Rout; Eldad Haber; Stéphane Gaudreault (CoRR, 2025)