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Marios Mattheakis
Marios Mattheakis
Other namesMarios Matthaiakis
Machine Learning Research Engineer
Verified email at alcority.com - Homepage
Title
Cited by
Cited by
Year
Neurodiffeq: A python package for solving differential equations with neural networks
F Chen, D Sondak, P Protopapas, M Mattheakis, S Liu, D Agarwal, ...
Journal of Open Source Software 5 (46), 1931, 2020
1132020
Hamiltonian neural networks for solving equations of motion
M Mattheakis, D Sondak, AS Dogra, P Protopapas
Physical Review E 105, 065305, 2022
922022
Physical symmetries embedded in neural networks
M Mattheakis, P Protopapas, D Sondak, M Di Giovanni, E Kaxiras
arXiv preprint arXiv:1904.08991, 2019
722019
In situ nanoscale imaging of moiré superlattices in twisted van der Waals heterostructures
Y Luo, R Engelke, M Mattheakis, M Tamagnone, S Carr, K Watanabe, ...
Nature Communications 11 (1), 4209, 2020
502020
Epsilon-near-zero behavior from plasmonic Dirac point: Theory and realization using two-dimensional materials
M Mattheakis, CA Valagiannopoulos, E Kaxiras
Physical Review B 94 (20), 201404, 2016
462016
One-shot transfer learning of physics-informed neural networks
S Desai, M Mattheakis, H Joy, P Protopapas, S Roberts
arXiv preprint arXiv:2110.11286, 2021
432021
Port-Hamiltonian neural networks for learning explicit time-dependent dynamical systems
SA Desai, M Mattheakis, D Sondak, P Protopapas, SJ Roberts
Physical Review E 104 (3), 034312, 2021
402021
Modeling the effect of the vaccination campaign on the COVID-19 pandemic
M Angeli, G Neofotistos, M Mattheakis, E Kaxiras
Chaos, Solitons & Fractals 154, 111621, 2022
392022
Electronic structure calculations of twisted multi-layer graphene superlattices
GA Tritsaris, S Carr, Z Zhu, Y Xie, SB Torrisi, J Tang, M Mattheakis, ...
2D Materials 7 (3), 035028, 2020
382020
Manipulating polarized light with a planar slab of black phosphorus
CA Valagiannopoulos, M Mattheakis, SN Shirodkar, E Kaxiras
Journal of Physics Communications 1 (4), 045003, 2017
352017
Quantum plasmons with optical-range frequencies in doped few-layer graphene
SN Shirodkar, M Mattheakis, P Cazeaux, P Narang, M Soljačić, E Kaxiras
Physical Review B 97 (19), 195435, 2018
34*2018
Extreme events in complex linear and nonlinear photonic media
M Mattheakis, IJ Pitsios, GP Tsironis, S Tzortzakis
Chaos, Solitons & Fractals 84, 73-80, 2016
282016
Machine learning with observers predicts complex spatiotemporal behavior
G Neofotistos, M Mattheakis, GD Barmparis, J Hizanidis, GP Tsironis, ...
Frontiers in Physics 7, 24, 2019
232019
Unsupervised neural networks for quantum eigenvalue problems
H Jin, M Mattheakis, P Protopapas
arXiv preprint arXiv:2010.05075, 2020
222020
Luneburg lens waveguide networks
MM Mattheakis, GP Tsironis, VI Kovanis
Journal of Optics 14 (11), 114006, 2012
222012
Physics-informed neural networks for quantum eigenvalue problems
H Jin, M Mattheakis, P Protopapas
2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022
172022
Phase Transition inSymmetric Active Plasmonic Systems
M Mattheakis, T Oikonomou, MI Molina, GP Tsironis
IEEE Journal of Selected Topics in Quantum Electronics 22 (5), 76-81, 2015
152015
Semi-supervised Neural Networks solve an inverse problem for modeling Covid-19 spread
A Paticchio, T Scarlatti, M Mattheakis, P Protopapas, M Brambilla
arXiv preprint arXiv:2010.05074, 2020
132020
Variational integrator graph networks for learning energy-conserving dynamical systems
SA Desai, M Mattheakis, SJ Roberts
Physical Review E 104 (3), 035310, 2021
122021
Reservoir Computing for Solving Ordinary Differential Equations
M Mattheakis, H Joy, P Protopapas
INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS 32 (01), 2350030, 2023
11*2023
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