Dr. Gorka Munoz-Gil
PostDoc
Room:
4S17 ITP
Phone: +43 512 507
52257
Email:
Gorka.Munoz-Gil[at]uibk.ac.at
Research group: Quantum Information and Computation
More Information
-
Publications 2024
Contributions to Books / Journals
Journal Article (Original Paper)
-
Caraglio, M.; Kaur, H.; Fiderer, L.; Lopez-Incera, A.; Briegel, H.J.; Franosch, T.; Munoz-Gil, G. (2024): Learning how to find targets in the micro-world: the case of intermittent active Brownian particles.
In: Soft Matter 20/9, pp. 2008 - 2016. (DOI) (Web link) -
Fernández-Fernández, G.; Manzo, C.; Lewenstein, M.; Dauphin, A.; Munoz Gil, G. (2024): Learning minimal representations of stochastic processes with variational autoencoders.
In: Physical Review E (Statistical, Nonlinear, and Soft Matter Physics) E 110, NO. L012102. (DOI) (Web link) -
Fürrutter, F.; Munoz-Gil, G.; Briegel, Hans J. (2024): Quantum circuit synthesis with diffusion models.
In: Nature Machine Intelligence 6, pp. 515 - 524. (DOI) (Web link) -
Munoz Gil, G.; Lopez-Incera, A.; Fiederer, L.; Briegel, Hans J. (2024): Optimal foraging strategies can be learned.
In: New Journal of Physics 26, No. 013010. (DOI) (Web link)
Lectures 2024
Presentations at Conferences, Symposia, etc.
Conference Lecture (Invited Lecture)
-
Lecturer(s): Munoz-Gil, G.: AI and scientific discovery: get the machine’s hands dirty!
AIM24 - Artificial Intelligence for iMaging 2024, Tarragona, 2024-05-28. (Web link) -
Lecturer(s): Munoz-Gil, G.: Diffusion models: from quantum circuit synthesis to experiment generation.
Machine Learning and Quantum Physics Workshop (ML24), Obergurgl, 2024-03-25. (Web link) -
Lecturer(s): Muñoz-Gil, Gorka: Exploring the world with you hands: action representation in Sciences.
Artifical Intelligence in Imaging, Tarragona, 2024-05-27. (Web link)
Poster Presentation
-
Lecturer(s): Munoz Gil, G.: Quantum diffusion models for quantum circuit synthesis.
Quantum Optics Obergurgl 2024, Obergurgl, 2024-03-01. (Web link) -
Lecturer(s): Muñoz-Gil, Gorka: Quantum circuit synthesis with diffusion models.
Workshop at the International Conference on Machine Learning (ICML 2024), Wien, 2024-07-26. (Web link) -
Lecturer(s): Muñoz-Gil, Gorka: Quantum circuit synthesis with diffusion models.
6th Seefeld Workshop on Quantum Information, Seefeld, 2024-06-27. (Web link)
Publications 2023
Contributions to Books / Journals
Journal Article (Original Paper)
-
Requena, B.; Masó-Orriols, S.; Bertran, J.; Lewenstein, M.; Manzo, C.; Munoz Gil, G. (2023): Inferring pointwise diffusion properties of single trajectories with deep learning.
In: Biophysical Journal 122/22, pp. 4360 - 4369. (DOI) (Web link) -
Requena, B.; Munoz-Gil, G.; Lewenstein, M.; Dunjko, V.; Tura, J. (2023): Certificates of quantum many-body properties assisted by machine learning.
In: Physical Review Research 5/1, No. 013097. (DOI) (Web link)
Journal Article (Editorial)
-
Manzo, C.; Munoz-Gil, G.; Volpe, G.; Garcia-March, M. A.; Lewenstein, M.; Metzler, R. (2023): Preface: characterisation of physical processes from anomalous diffusion data.
In: Journal of Physics A-Mathematical and Theoretical 56/1, No. 010401. (DOI) (Web link)
Other Publications
Electronic Publication (Preprint)
-
Grzybowski, P. R.; Jankiewicz, A.; Piñol, E.; Cirauqui, D.; Grzybowska, D.H.; Petrykowski, P. M.; García-March, M. A.; Lewenstein, M.; Munoz-Gil, G.; Pozas-Kerstjens, A. (2023): Universal representation by Boltzmann machines with Regularised Axons. (DOI) (Web link)
-
Munoz-Gil, G.; Bachimanchi, H.; Pineda, J.; Midtvedt, B.; Lewenstein, M.; Metzler, R.; Krapf, D.; Volpe, G.; Manzo, C. (2023): Quantitative evaluation of methods to analyze motion changes in single-particle experiments. (DOI) (Web link)
Lectures 2023
Presentations at Conferences, Symposia, etc.
Conference Lecture (Invited Lecture)
-
Lecturer(s): Munoz-Gil, Gorka: ML, randomness and Phyiscs.
Machine Learning and (Quantum) Physics, Obergurgl, 2023-04-09. (Web link)
Lecture at Summer-/Winterschool
-
Lecturer(s): Munoz Gil, G.: Optimal foraging strategies can be learned and outperform Lévy walks.
Summer School on Mathematics of Movement, Cambridge, 2023-07-18. (Web link)
Poster Presentation
-
Lecturer(s): Fürrutter, F. Co-author(s): Munoz-Gil, G.; Briegel, Hans J.: Multi-task generative diffusion models in quantum information.
SFB BeyondC Autumn Workshop 2023, Innsbruck, 2023-09-11. (Web link)
Publications 2022
Contributions to Books / Journals
Journal Article (Original Paper)
-
Gorka Munoz Gil, G.; Dauphin, A.; Federica A. Beduini, F. A.; Sánchez de Miguel, A. (2022): Citizen Science to Assess Light Pollution with Mobile Phones.
In: Remote Sensing 14/19, Nr. 4976. (DOI) (Web link) -
Munoz Gil, G.; Romero-Aristizabal, C.; Mateos, N.; Campelo, F.; I. de Llobet Cucalon, L.; Beato, M.; Lewenstein, M.; Maria F. Garcia-Parajo, M. F.; Torreno-Pina, J. A. (2022): Stochastic particle unbinding modulates growth dynamics and size of transcription factor condensates in living cells.
In: PNAS. Proceedings of the National Academy of Sciences 119/31, Nr. e2200667119. (DOI) (Web link)
Other Publications
Electronic Publication (Preprint)
-
Cirauqui, D.; García-March, M. A.; Corominas, G. G.; Graß, T.; Grzybowski, P. R.; Munoz Gil, G.; Saavedra, J. R. M.; Lewenstein, M. (2022): Quantum Random Number Generators : Benchmarking and Challenges. (Web link)
-
Dawid, A.; Arnold, J.; Requena, B.; ..., ...; Munoz Gil, G.; ..., ...; Dauphin, A (2022): Modern applications of machine learning in quantum sciences. (Web link)
Lectures 2022
Presentations at Conferences, Symposia, etc.
Conference Lecture (Invited Lecture)
-
Lecturer(s): Munoz Gil, G.: Machine learning approaches to anomalous diffusion.
Physics in Biology and Medicine 2022, Maó, 2022-10-21. (Web link) -
Lecturer(s): Munoz-Gil, G.: Creating community driven challenges to advance Science.
Machine Learning in Natural Sciences: from Quantum Physics to Nanoscience and Structural Biology, Hamburg, 2022-09-19. (Web link) -
Lecturer(s): Munoz-Gil, G.: Learning physics and optimal strategies with artificial agents.
Venice meeting on Fluctuations in small complex systems VI, Venedig, 2022-09-05. (Web link)
Poster Presentation
-
Lecturer(s): Munoz Gil, G.: Certificates of quantum many body properties assisted by machine learning.
5th Seefeld Workshop on Quantum Information, Seefeld, 2022-06-28. (Web link) -
Lecturer(s): Munoz-Gil, G.: Understanding optimal strategies in real-world scenarios via reinforcement learning.
Measurement-Based Quantum Computation, Learning and Agency (MBQC 2022), Obergurgl, 2022-09-01. (Web link)
Lectures 2021
Presentations at Conferences, Symposia, etc.
Conference Lecture (Invited Lecture)
-
Lecturer(s): Munoz Gil, G.: Machine learning approaches to anomalous diffusion data.
Venice meeting on Fluctuations in small complex systems V, Venedig, 2021-10-04. (Web link)
-