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cs.LG2022★ 1 cited
NLP Inspired Training Mechanics For Modeling Transient Dynamics
Lalit Ghule, Rishikesh Ranade, Jay Pathak
In recent years, Machine learning (ML) techniques developed for Natural Language Processing (NLP) have permeated into developing better computer vision algorithms. In this work, we…
cs.LG2022★ 3 cited
A composable machine-learning approach for steady-state simulations on high-resolution grids
Rishikesh Ranade, Chris Hill, Lalit Ghule +1
In this paper we show that our Machine Learning (ML) approach, CoMLSim (Composable Machine Learning Simulator), can simulate PDEs on highly-resolved grids with higher accuracy and…