Marios Mattheakis

NeuroDiffEq: A Python package for solving differential equations with neural networks

Feiyu Chen, David Sondak, Pavlos Protopapas et al. · The Journal of Open Source Software · 2020 · 111 citations · Full text

Hamiltonian neural networks for solving equations of motion

Marios Mattheakis, David Sondak, Akshunna S. Dogra et al. · Physical review. E · 2022 · 103 citations · Full text

Hamiltonian Theory, Hamiltonian Neural Network, Machine Learning +11

In situ nanoscale imaging of moiré superlattices in twisted van der Waals heterostructures

Yue Luo, Rebecca Engelke, Marios Mattheakis et al. · Nature Communications · 2020 · 73 citations · Full text

Physical Symmetries Embedded in Neural Networks

Marios Mattheakis, Pavlos Protopapas, David Sondak et al. · arXiv (Cornell University) · 2019 · 61 citations · Full text

Artificial Intelligence, Model Optimization, Engineering +10

Manipulating polarized light with a planar slab of black phosphorus

Constantinos Valagiannopoulos, Marios Mattheakis, Sharmila N. Shirodkar et al. · Journal of Physics Communications · 2017 · 45 citations · Full text

Photonics, Polariton Dynamic, Engineering +14