| 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 | 123 | 2020 |
| Hamiltonian neural networks for solving equations of motion M Mattheakis, D Sondak, AS Dogra, P Protopapas Physical Review E 105, 065305, 2022 | 99 | 2022 |
| Physical symmetries embedded in neural networks M Mattheakis, P Protopapas, D Sondak, M Di Giovanni, E Kaxiras arXiv preprint arXiv:1904.08991, 2019 | 78 | 2019 |
| 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 | 57 | 2020 |
| 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 | 48 | 2021 |
| 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 | 46 | 2021 |
| 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 | 45 | 2016 |
| 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 | 42 | 2022 |
| 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 | 41 | 2020 |
| 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 | 37 | 2017 |
| 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 | 28 | 2016 |
| Unsupervised neural networks for quantum eigenvalue problems H Jin, M Mattheakis, P Protopapas arXiv preprint arXiv:2010.05075, 2020 | 23 | 2020 |
| Machine learning with observers predicts complex spatiotemporal behavior G Neofotistos, M Mattheakis, GD Barmparis, J Hizanidis, GP Tsironis, ... Frontiers in Physics 7, 24, 2019 | 23 | 2019 |
| Luneburg lens waveguide networks MM Mattheakis, GP Tsironis, VI Kovanis Journal of Optics 14 (11), 114006, 2012 | 23 | 2012 |
| 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 | 18 | 2022 |
| 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 | 14 | 2015 |
| Variational integrator graph networks for learning energy-conserving dynamical systems SA Desai, M Mattheakis, SJ Roberts Physical Review E 104 (3), 035310, 2021 | 13 | 2021 |
| 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 | 13 | 2020 |
| 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 |
Giorgos TsironisProfessor of Physics, University of Crete在 physics.uoc.gr 的电子邮件经过验证
