Roberto Molinaro

1. The CosmoVerse White Paper: Addressing observational tensions in cosmology with systematics and fundamental physics
   2025/04/02 by Eleonora Di Valentino, Jackson Levi Said, Di Valentino, Eleonora +1099 · 7 voices · 108 citations
   Physics and Astronomy · #Cosmology and Gravitation Theories #Galaxies: Formation, Evolution, Phenomena #Dark Matter and Cosmic Phenomena
2. Estimates on the generalization error of Physics Informed Neural Networks (PINNs) for approximating PDEs
   2020/06/29 by Siddhartha Mishra, R. Molinaro, Mishra, Siddhartha +2 · 20 citations
   Computer Science · Materials Science · Physics and Astronomy · #Analysis of PDEs (math.AP) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Magnetic Properties and Applications #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Numerical Methods and Algorithms
3. Poseidon: Efficient Foundation Models for PDEs
   2024/05/29 by Maximilian Herde, Herde, Maximilian, Bogdan Raonić +11 · 40 citations
   Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Numerical methods for differential equations
4. Estimates on the generalization error of Physics Informed Neural Networks (PINNs) for approximating a class of inverse problems for PDEs
   2020/06/29 by Siddhartha Mishra, Mishra, Siddhartha, R. Molinaro +2 · 12 citations
   Computer Science · Materials Science · Mathematics · Physics and Astronomy · #Analysis of PDEs (math.AP) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Magnetic Properties and Applications #Mathematical Physics (math-ph) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Numerical methods in inverse problems
5. Generative AI for fast and accurate statistical computation of fluids
   2024/09/27 by Roberto Molinaro, Molinaro, Roberto, Samuel Lanthaler +22 · 1 voice · 10 citations
   Computer Science · Engineering · Physics and Astronomy · #Model Reduction and Neural Networks #Reservoir Engineering and Simulation Methods #Time Series Analysis and Forecasting #cs.LG #math.NA #physics.flu-dyn
6. Determination of [Fe/H] in Fundamental mode Classical Cepheids from Gaia DR3 light curve Fourier parameters
   2026/07/18 by Roberto Molinaro, Vincenzo Ripepi, Marcella Marconi +9
   #astro-ph.SR #astro-ph.GA