Publications

2025

• Rout, Siddharth, Eldad Haber, and Stéphane Gaudreault. "Probabilistic Forecasting for Dynamical Systems with Missing or Imperfect Data." arXiv preprint arXiv:2503.12273 (2025).

2024

• Zakariaei, Niloufar, Siddharth Rout, Eldad Haber, and Moshe Eliasof. "Advection augmented convolutional neural networks." Advances in Neural Information Processing Systems 37 (2024): 35225-35256.

2023

• Phan, Khai, Siddharth Rout, Chao-An Lin, and Rajeev Jaiman. "Acoustics-based Active Control of Unsteady Flow Dynamics using Reinforcement Learning Driven Synthetic Jets." arXiv preprint arXiv:2312.16376 (2023). 

• Rout, Siddharth. "Early advancements in turbulence-generated noise modelling: A review." Boundary Layer Flows-Advances in Experimentation, Modelling and Simulation (2023). 

• Rout, Siddharth. "PINN for Dynamical Partial Differential Equations is Not Training Deeper Networks Rather Learning Advection and Time Variance." arXiv preprint arXiv:2301.04793 (2023). 

2019

• Rout, Siddharth, and Chao-An Lin. "Airfoil Shape Optimization using Deep Q-Network." Bulletin of the American Physical Society 64 (2019). 

• Rout, Siddharth "Numerical Approximation in CFD Problems Using Physics Informed Machine Learning." Indian Institute of Technology Madras (2019).