Marios Mattheakis

1. Physics-Informed Neural Networks for Quantum Control
   2022/06/13 by Ariel Norambuena, Norambuena, Ariel, Marios Mattheakis +6 · 9 citations
   Computer Science · Physics and Astronomy · #Quantum Information and Cryptography #Neural Networks and Reservoir Computing #Spectroscopy and Quantum Chemical Studies
2. Physics-Informed Neural Networks for Quantum Eigenvalue Problems
   2022/02/24 by Henry Jin, Marios Mattheakis, Jin, Henry +3 · 8 citations
   Physics and Astronomy · Materials Science · Engineering · #Model Reduction and Neural Networks #Machine Learning in Materials Science #Power Transformer Diagnostics and Insulation
3. One-Shot Transfer Learning of Physics-Informed Neural Networks
   2021/10/21 by Shaan Desai, Marios Mattheakis, Desai, Shaan +7 · 6 citations
   Physics and Astronomy · Computer Science · Engineering · #Model Reduction and Neural Networks #Gaussian Processes and Bayesian Inference #Nuclear Engineering Thermal-Hydraulics
4. Unsupervised Neural Networks for Quantum Eigenvalue Problems
   2020/10/10 by Henry Jin, Marios Mattheakis, Jin, Henry +3 · 5 citations
   Computer Science · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
5. Transfer Learning with Physics-Informed Neural Networks for Efficient Simulation of Branched Flows
   2022/11/01 by Raphaël Pellegrin, Pellegrin, Raphaël, Blake Bullwinkel +5 · 3 citations
   Computer Science · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics and Vibration Analysis #Machine Learning (cs.LG) #Model Reduction and Neural Networks