Kapoor, Taniya
- Neural oscillators for generalization of physics-informed machine learning
2023/08/17 by Taniya Kapoor, Kapoor, Taniya, Abhishek Chandra +9 · 4 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE)
- Transfer learning for improved generalizability in causal physics-informed neural networks for beam simulations
2023/11/01 by Taniya Kapoor, Kapoor, Taniya, Hongrui Wang +5 · 3 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing
- Fast training of accurate physics-informed neural networks without gradient descent
2024/05/31 by Chinmay Datar, Datar, Chinmay, Taniya Kapoor +15 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Advanced Numerical Analysis Techniques #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #and Science (cs.CE)