Papers

See also all my papers on arXiv and my Google Scholar profile.

• A. E. E. Dubois, D. A. Broadway, A. Stark, M. A. Tschudin, A. J. Healey, S. D. Huber, J.-P. Tetienne, E. Greplova, P. Maletinsky: Untrained physically informed neural network for image reconstruction of magnetic field sources, Phys. Rev. Applied 18, 064076 (2022), Editors' Suggestion.
  [arXiv: 2207.13720]
  
  

• Guliuxin Jin, Eliska Greplova: Topological Entanglement Stabilization in Superconducting Quantum Circuits
  [arXiv: 2205.09100][code]
  
  

• Arash Ahmadi, Eliska Greplova: Quantifying quantum computational complexity via information scrambling
  [arXiv: 2204.11236] [code]
  
  

• Anna Dawid, Julian Arnold, Borja Requena, Alexander Gresch, Marcin Płodzień, Kaelan Donatella, Kim Nicoli, Paolo Stornati, Rouven Koch, Miriam Büttner, Robert Okuła, Gorka Muñoz-Gil, Rodrigo A. Vargas-Hernández, Alba Cervera-Lierta, Juan Carrasquilla, Vedran Dunjko, Marylou Gabrié, Patrick Huembeli, Evert van Nieuwenburg, Filippo Vicentini, Lei Wang, Sebastian J. Wetzel, Giuseppe Carleo, Eliška Greplová, Roman Krems, Florian Marquardt, Michał Tomza, Maciej Lewenstein, Alexandre Dauphin: Modern Applications of Machine Learning in Quantum Sciences [arXiv: 2204.04198]
  
  

•  Jozef Bucko, Frank Schäfer, František Herman, Rebekka Garreis, Chuyao Tong, Annika Kurzmann, Thomas Ihn, Eliska Greplova: Automated reconstruction of bound states in bilayer graphene quantum dots, Phys. Rev. Applied 19, 024015 (2023).
  [arXiv: 2203.00697][code]
  
  

• Agnes Valenti, Eliska Greplova, Netanel Lindner, Sebastian Huber: Correlation-Enhanced Neural Networks as Interpretable Variational Quantum States, Phys. Rev. A 105, 023302 (2022)
  [arXiv:2103.05017][code]
  
  

• Agnes Valenti, Guliuxin Jin, Julian Leonard, Sebastian Huber, Eliska Greplova: Scalable Hamiltonian learning for large-scale out-of-equilibrium quantum dynamics, Phys. Rev. Research 4, L012010 (2022)
  [arXiv:2103.01240][code]
  
  

• Titus Neupert, Mark H Fischer, Eliska Greplova, Kenny Choo, Michael Denner: Introduction to Machine Learning for the Sciences,
  [arXiv: 2102.04883][Jupyterbook]
  
  

• Eliska Greplova, Reinforcement learning: Solving optimization tasks in condensed matter, Nature Machine Intelligence, 1-2 (2020)
  
  

• Anton Akhmerov, Xavier Bonet-Monroig, Valla Fatemi, Eliska Greplova, Evert van Nieuwenburg, Babak Seradjeh, Daniel Varjas: Let's take this discussion online, Europhysics News 51, 20-212 (2020)
  
  

• Eliska Greplova, Carolin Gold, Benedikt Kratochwil, Tim Davatz, Riccardo Pisoni, Annika Kurzmann, Peter Rick- haus, Mark H. Fischer, Thomas Ihn, Sebastian Huber: Fully automated identification of 2D material samples, Phys. Rev. Applied 13, 064017 (2020)
  [arXiv: 1911.00066][code]
  
  

• Renato Durrer, Benedikt Kratochwil, Jonne V. Koski, Andreas J. Landig, Christian Reichl, Werner Wegscheider, Thomas Ihn, Eliska Greplova: Automated tuning of double quantum dots into specific charge states using neural networks, Phys. Rev. Applied 13, 054019 (2020), editors’ suggestion
  [arXiv: 1912.02777][code]
  
  

• Eliska Greplova, Agnes Valenti, Gregor Boschung, Frank Schäfer, Niels Lörch, Sebastian Huber: Unsupervised identification of topological order using predictive models, New J. Phys. 22 045003 (2020)
  [arXiv: 1910.10124][code]
  
  

• Agnes Valenti, Evert van Nieuwenburg, Sebastian Huber, Eliska Greplova: Hamiltonian learning for quantum error correction; Phys. Rev. Research 1, 033092 (2019)
  [arXiv: 1907.02540][code]
  
  

• Eliska Greplova, Geza Giedke: Degradability of Fermionic Gaussian Channels, Physical Review Letters 121, 200501 (2018),
  [arXiv: 1604.01954]
  
  

• Eliska Greplova, Christian Kraglund Andersen, Klaus Mølmer: Quantum parameter estimation with a neural network
  [arXiv: 1711.05238]
  
  

• Eliska Greplova, Edward E. Laird, G. Andrew D. Briggs, Klaus Mølmer: Conditioned spin and charge dynamics of a single electron quantum dot, Physical Review A 96, 052104 (2017), editors’ suggestion
  [arXiv: 1708.06680]
  
  

• Eliska Greplova, Klaus Mølmer, Christian Kraglund Andersen: Quantum teleportation with continuous measurements, Physical Review A 94, 042334 (2016)
  [arXiv: 1608.01814]
  
  

• Qing Xu, Eliska Greplova, Brian Julsgaard, Klaus Mølmer: Correlation functions and conditioned quantum dynamics in photodetection theory, Physica Scripta 90, 128004 (2015) (Invited Comment)
  [arXiv: 1506.08654]