Earls, Christopher

1. PDE-LEARN: Using Deep Learning to Discover Partial Differential Equations from Noisy, Limited Data
   2022/12/09 by Robert Stephany, Christopher Earls, Stephany, Robert +1 · 4 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
2. Weak-PDE-LEARN: A Weak Form Based Approach to Discovering PDEs From Noisy, Limited Data
   2023/09/09 by Robert Stephany, Stephany, Robert, Christopher Earls +1 · 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 #Time Series Analysis and Forecasting
3. PDE-READ: Human-readable Partial Differential Equation Discovery using Deep Learning
   2021/11/01 by Robert Stephany, Christopher Earls, Stephany, Robert +1 · 2 citations
   Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Time Series Analysis and Forecasting #Gaussian Processes and Bayesian Inference