Hosseinmardi, Shirin
- Operator Learning with Gaussian Processes
2024/09/06 by Carlos Mora, Amin Yousefpour, Mora, Carlos +7 · 7 citations
Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Simultaneous and Meshfree Topology Optimization with Physics-informed Gaussian Processes
2024/08/07 by Amin Yousefpour, Shirin Hosseinmardi, Yousefpour, Amin +5 · 3 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Topology Optimization in Engineering
- A Gaussian Process Framework for Solving Forward and Inverse Problems Involving Nonlinear Partial Differential Equations
2024/01/07 by Carlos Mora, Amin Yousefpour, Mora, Carlos +5 · 2 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Applications
- Parametric Encoding with Attention and Convolution Mitigate Spectral Bias of Neural Partial Differential Equation Solvers
2024/03/22 by Mehdi Shishehbor, Shirin Hosseinmardi, Shishehbor, Mehdi +3 · 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