Cyr, Eric C.
- Thermodynamically consistent physics-informed neural networks for hyperbolic systems
2020/12/09 by Ravi G. Patel, Indu Manickam, Patel, Ravi G. +11 · 11 citations
Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Fluid Dynamics and Turbulent Flows #Lattice Boltzmann Simulation Studies
- Robust Training and Initialization of Deep Neural Networks: An Adaptive Basis Viewpoint
2019/12/10 by Mamikon Gulian, Cyr, Eric C., Gulian, Mamikon A. +7 · 6 citations
Computer Science · Engineering · Physics and Astronomy · #Advanced Numerical Methods in Computational Mathematics #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Nuclear reactor physics and engineering #Numerical Analysis (math.NA)
- Reduced Basis Approximations of Parameterized Dynamical Partial Differential Equations via Neural Networks
2021/10/20 by Peter Sentz, Sentz, Peter, Kristian Beckwith +7 · 3 citations
Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Advanced Numerical Analysis Techniques
- Partition of unity networks: deep hp-approximation
2021/01/27 by Lee, Kookjin, Trask, Nathaniel A., Patel, Ravi G. +2 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
- Graph Neural Networks and Applied Linear Algebra
2023/10/21 by Moore, Nicholas S., Cyr, Eric C., Ohm, Peter +2 · 2 citations
#Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #and Science (cs.CE)
- A block coordinate descent optimizer for classification problems\n exploiting convexity
2020/06/17 by Ravi G. Patel, Nathaniel Trask, Patel, Ravi G. +5 · 1 citation
Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Numerical Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optical measurement and interference techniques
- Parallel Training of GRU Networks with a Multi-Grid Solver for Long Sequences
2022/03/07 by Gordon Euhyun Moon, Moon, Gordon Euhyun, Eric C. Cyr +1 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- A 2-Level Domain Decomposition Preconditioner for KKT Systems with Heat-Equation Constraints
2023/05/08 by Cyr, Eric C. · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- A Parallel-in-Time Multigrid Preconditioner for Optimal Control
2024/05/08 by Vuchkov, Radoslav, Cyr, Eric C., Javeed, Aurya +1 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)