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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
1462020
Hamiltonian neural networks for solving equations of motion
M Mattheakis, D Sondak, AS Dogra, P Protopapas
Physical Review E 105, 065305, 2022
1322022
Physical symmetries embedded in neural networks
M Mattheakis, P Protopapas, D Sondak, M Di Giovanni, E Kaxiras
arXiv preprint arXiv:1904.08991, 2019
922019
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
702020
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
672021
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
642021
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
542022
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
482016
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
452020
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
422017
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
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
302022
Extreme events in complex linear and nonlinear photonic media
M Mattheakis, IJ Pitsios, GP Tsironis, S Tzortzakis
Chaos, Solitons & Fractals 84, 73-80, 2016
292016
Unsupervised neural networks for quantum eigenvalue problems
H Jin, M Mattheakis, P Protopapas
arXiv preprint arXiv:2010.05075, 2020
252020
Machine learning with observers predicts complex spatiotemporal behavior
G Neofotistos, M Mattheakis, GD Barmparis, J Hizanidis, GP Tsironis, ...
Frontiers in Physics 7, 24, 2019
252019
Physics-informed neural networks for quantum control
A Norambuena, M Mattheakis, FJ González, R Coto
Physical Review Letters 132 (1), 010801, 2024
242024
Luneburg lens waveguide networks
MM Mattheakis, GP Tsironis, VI Kovanis
Journal of Optics 14 (11), 114006, 2012
222012
Variational integrator graph networks for learning energy-conserving dynamical systems
SA Desai, M Mattheakis, SJ Roberts
Physical Review E 104 (3), 035310, 2021
162021
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
142020
Robust prediction of complex spatiotemporal states through machine learning with sparse sensing
GD Barmparis, G Neofotistos, M Mattheakis, J Hizanidis, GP Tsironis, ...
Physics Letters A 384 (15), 126300, 2020
142020
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