Gorka Muñoz-Gil
@gorkamunoz-gil.bsky.social
MSCA fellow at the Quantum Information group at UIBK.
Deciding what's more interesting: physics or machine learning... Probably a mix!
Deciding what's more interesting: physics or machine learning... Probably a mix!
Reposted by Gorka Muñoz-Gil
5️⃣/🔟 In Scientific Reports, 5 of the top 10 most cited articles have an article number of 1.
5️⃣/🔟 In Nature Communications the same: 5 of the top 10 are article 1s.
Coincidence? 👇
scirate.com/arxiv/2511.0...
I think not.
5️⃣/🔟 In Nature Communications the same: 5 of the top 10 are article 1s.
Coincidence? 👇
scirate.com/arxiv/2511.0...
I think not.
November 4, 2025 at 3:59 PM
5️⃣/🔟 In Scientific Reports, 5 of the top 10 most cited articles have an article number of 1.
5️⃣/🔟 In Nature Communications the same: 5 of the top 10 are article 1s.
Coincidence? 👇
scirate.com/arxiv/2511.0...
I think not.
5️⃣/🔟 In Nature Communications the same: 5 of the top 10 are article 1s.
Coincidence? 👇
scirate.com/arxiv/2511.0...
I think not.
Really excited to share our experimental demonstration on the use an interpretable ML as a tool for the discovery of new physics in Quantum Simulators!
arxiv.org/abs/2509.13821
Variational Autoencoders (VAE), the method we use, holds huge potential for the fast exploration of new physical regimes!
arxiv.org/abs/2509.13821
Variational Autoencoders (VAE), the method we use, holds huge potential for the fast exploration of new physical regimes!
Learning Minimal Representations of Many-Body Physics from Snapshots of a Quantum Simulator
Analog quantum simulators provide access to many-body dynamics beyond the reach of classical computation. However, extracting physical insights from experimental data is often hindered by measurement ...
arxiv.org
September 18, 2025 at 6:25 AM
Really excited to share our experimental demonstration on the use an interpretable ML as a tool for the discovery of new physics in Quantum Simulators!
arxiv.org/abs/2509.13821
Variational Autoencoders (VAE), the method we use, holds huge potential for the fast exploration of new physical regimes!
arxiv.org/abs/2509.13821
Variational Autoencoders (VAE), the method we use, holds huge potential for the fast exploration of new physical regimes!
Reposted by Gorka Muñoz-Gil
📝 #AndiChallenge global competition puts tools for single-molecule motion analysis to the test, highlighting both the current strengths and the pressing challenges in this rapidly advancing field.
🔗Results in Nature Communications
Read the full story👉 bit.ly/3IPv9Wc
🔗Results in Nature Communications
Read the full story👉 bit.ly/3IPv9Wc
July 28, 2025 at 10:32 AM
📝 #AndiChallenge global competition puts tools for single-molecule motion analysis to the test, highlighting both the current strengths and the pressing challenges in this rapidly advancing field.
🔗Results in Nature Communications
Read the full story👉 bit.ly/3IPv9Wc
🔗Results in Nature Communications
Read the full story👉 bit.ly/3IPv9Wc
The paper summarizing the 2nd AnDi Challenge just got published! A long and exciting adventure!
After more than 3 years, our journey with the 2nd AnDi Challenge has reached an exciting milestone: our work is now published in @natcomms.nature.com !
👉 www.nature.com/articles/s41...
Huge thanks to @gorkamunoz-gil.bsky.social, @giovannivolpe.bsky.social and to all participants of the Challenge!
👉 www.nature.com/articles/s41...
Huge thanks to @gorkamunoz-gil.bsky.social, @giovannivolpe.bsky.social and to all participants of the Challenge!
Quantitative evaluation of methods to analyze motion changes in single-particle experiments - Nature Communications
Muñoz-Gil and colleagues report the results of an open challenge where they benchmarked algorithms for the characterization of motion changes in single-particle tracking. By ranking methods on simulat...
www.nature.com
July 23, 2025 at 12:51 PM
The paper summarizing the 2nd AnDi Challenge just got published! A long and exciting adventure!
Interpretable machine learning is making its way into quantum physics—but can we trust what these models learn 🤖 ?
In our last preprint, we present the pieces needed for ML to extract meaningful information from quantum data, and use it to study phase diagrams!
More at: arxiv.org/abs/2506.11982
In our last preprint, we present the pieces needed for ML to extract meaningful information from quantum data, and use it to study phase diagrams!
More at: arxiv.org/abs/2506.11982
Interpretable representation learning of quantum data enabled by probabilistic variational autoencoders
Interpretable machine learning is rapidly becoming a crucial tool for scientific discovery. Among existing approaches, variational autoencoders (VAEs) have shown promise in extracting the hidden physi...
arxiv.org
July 2, 2025 at 9:42 AM
Interpretable machine learning is making its way into quantum physics—but can we trust what these models learn 🤖 ?
In our last preprint, we present the pieces needed for ML to extract meaningful information from quantum data, and use it to study phase diagrams!
More at: arxiv.org/abs/2506.11982
In our last preprint, we present the pieces needed for ML to extract meaningful information from quantum data, and use it to study phase diagrams!
More at: arxiv.org/abs/2506.11982
We’re back with quantum circuit synthesis using diffusion models, now supporting parameterized gates!
We show how to generate quantum circuits for arbitrary unitaries, but also use those circuits to perform gagdegt extraction to learn new insights!
See more:
scirate.com/arxiv/2506.0...
We show how to generate quantum circuits for arbitrary unitaries, but also use those circuits to perform gagdegt extraction to learn new insights!
See more:
scirate.com/arxiv/2506.0...
Synthesis of discrete-continuous quantum circuits with multimodal diffusion models
Efficiently compiling quantum operations remains a major bottleneck in scaling quantum computing. Today's state-of-the-art methods achieve low compilation error by combining search algorithms with gra...
scirate.com
June 5, 2025 at 6:18 AM
We’re back with quantum circuit synthesis using diffusion models, now supporting parameterized gates!
We show how to generate quantum circuits for arbitrary unitaries, but also use those circuits to perform gagdegt extraction to learn new insights!
See more:
scirate.com/arxiv/2506.0...
We show how to generate quantum circuits for arbitrary unitaries, but also use those circuits to perform gagdegt extraction to learn new insights!
See more:
scirate.com/arxiv/2506.0...
This week I had the chance to present some of my research at the Pint of Science #pint25 event in Innsbruck. A super fun experience and a great opportunity to bring science from our labs back to society!
May 22, 2025 at 11:53 AM
This week I had the chance to present some of my research at the Pint of Science #pint25 event in Innsbruck. A super fun experience and a great opportunity to bring science from our labs back to society!
Who would have said that an #AI4Quantum conference would finish the day with some Lego building?😅
Indeed, a super cool activity for networking, sharing creativity and ideas through such a simple game!
Indeed, a super cool activity for networking, sharing creativity and ideas through such a simple game!
March 26, 2025 at 7:50 AM
Who would have said that an #AI4Quantum conference would finish the day with some Lego building?😅
Indeed, a super cool activity for networking, sharing creativity and ideas through such a simple game!
Indeed, a super cool activity for networking, sharing creativity and ideas through such a simple game!
Reposted by Gorka Muñoz-Gil
Ayudanos a difundir este mensaje para conseguir nuevos socios para la @RSEF-ESP.bsky.social
La Real Sociedad Española de Física es una sociedad científica moderna y centenaria. Enseñanza, Investigación, Innovación, Divulgación y muchas actividades. Únete a la RSEF.
La Real Sociedad Española de Física es una sociedad científica moderna y centenaria. Enseñanza, Investigación, Innovación, Divulgación y muchas actividades. Únete a la RSEF.
February 25, 2025 at 11:06 AM
Ayudanos a difundir este mensaje para conseguir nuevos socios para la @RSEF-ESP.bsky.social
La Real Sociedad Española de Física es una sociedad científica moderna y centenaria. Enseñanza, Investigación, Innovación, Divulgación y muchas actividades. Únete a la RSEF.
La Real Sociedad Española de Física es una sociedad científica moderna y centenaria. Enseñanza, Investigación, Innovación, Divulgación y muchas actividades. Únete a la RSEF.
Serious question: does the "Invited Speaker" to the XXX International Conference scam really work? 😅
Lately it seems that I am an expert in Solar energy and people want to hear about my findings🤔
Lately it seems that I am an expert in Solar energy and people want to hear about my findings🤔
February 10, 2025 at 9:17 AM
Serious question: does the "Invited Speaker" to the XXX International Conference scam really work? 😅
Lately it seems that I am an expert in Solar energy and people want to hear about my findings🤔
Lately it seems that I am an expert in Solar energy and people want to hear about my findings🤔
🚨 Incoming workshop 🚨
AnDi+: AI for Bioimaging Beyond Trajectory Analysis
About? All the results of the AnDi 2 Challenge but also other AI approaches to Bioimage Analysis🔎!
🌎 University of Gothenburg, Sweden
📆 June 2-5, 2025
All info here: tinyurl.com/4wrfb2k4
Help us spread the word!🤗
AnDi+: AI for Bioimaging Beyond Trajectory Analysis
About? All the results of the AnDi 2 Challenge but also other AI approaches to Bioimage Analysis🔎!
🌎 University of Gothenburg, Sweden
📆 June 2-5, 2025
All info here: tinyurl.com/4wrfb2k4
Help us spread the word!🤗
February 6, 2025 at 3:27 PM
🚨 Incoming workshop 🚨
AnDi+: AI for Bioimaging Beyond Trajectory Analysis
About? All the results of the AnDi 2 Challenge but also other AI approaches to Bioimage Analysis🔎!
🌎 University of Gothenburg, Sweden
📆 June 2-5, 2025
All info here: tinyurl.com/4wrfb2k4
Help us spread the word!🤗
AnDi+: AI for Bioimaging Beyond Trajectory Analysis
About? All the results of the AnDi 2 Challenge but also other AI approaches to Bioimage Analysis🔎!
🌎 University of Gothenburg, Sweden
📆 June 2-5, 2025
All info here: tinyurl.com/4wrfb2k4
Help us spread the word!🤗
Reposted by Gorka Muñoz-Gil
Now hiring 2 PhD students at the Soft Matter Lab at the University of Gothenburg for the EU project SPM4.0 project! Please, spread!
🔍 Focus: AI-driven smart microscopy, machine learning, image analysis
📍 Location: Gothenburg, Sweden 🇸🇪
🗓Apply by: 24 Feb 2025
web103.reachmee.com/ext/I005/103...
🔍 Focus: AI-driven smart microscopy, machine learning, image analysis
📍 Location: Gothenburg, Sweden 🇸🇪
🗓Apply by: 24 Feb 2025
web103.reachmee.com/ext/I005/103...
PhD student in Physics (with focus on smart microscopy, Soft Matter Lab)
The Department of Physics at the University of Gothenburg is located in the center of
web103.reachmee.com
January 31, 2025 at 10:36 AM
Now hiring 2 PhD students at the Soft Matter Lab at the University of Gothenburg for the EU project SPM4.0 project! Please, spread!
🔍 Focus: AI-driven smart microscopy, machine learning, image analysis
📍 Location: Gothenburg, Sweden 🇸🇪
🗓Apply by: 24 Feb 2025
web103.reachmee.com/ext/I005/103...
🔍 Focus: AI-driven smart microscopy, machine learning, image analysis
📍 Location: Gothenburg, Sweden 🇸🇪
🗓Apply by: 24 Feb 2025
web103.reachmee.com/ext/I005/103...
The transition is fully completed, ready to procrastinate in a hopefully nicer plaftorm 🤯
January 23, 2025 at 4:50 PM
The transition is fully completed, ready to procrastinate in a hopefully nicer plaftorm 🤯
Reposted by Gorka Muñoz-Gil
Análisis de 32 millones de tweets de representantes políticos de 26 países durante 6 años: los partidos ultraderechistas son los principales responsables de difundir bulos e información falsa.
January 16, 2025 at 4:49 PM
Análisis de 32 millones de tweets de representantes políticos de 26 países durante 6 años: los partidos ultraderechistas son los principales responsables de difundir bulos e información falsa.
Reposted by Gorka Muñoz-Gil
📚 Our book "Machine Learning in Quantum Sciences" — a guide to the AI revolution in quantum physics — is coming soon! 🚀
🤖 This unique collaboration was led by the incredible Prof. Anna Dawid @molecularrobot.bsky.social, with insights from top experts in ML & AI in physics. 🔬
Stay tuned!
🤖 This unique collaboration was led by the incredible Prof. Anna Dawid @molecularrobot.bsky.social, with insights from top experts in ML & AI in physics. 🔬
Stay tuned!
January 14, 2025 at 3:23 PM
📚 Our book "Machine Learning in Quantum Sciences" — a guide to the AI revolution in quantum physics — is coming soon! 🚀
🤖 This unique collaboration was led by the incredible Prof. Anna Dawid @molecularrobot.bsky.social, with insights from top experts in ML & AI in physics. 🔬
Stay tuned!
🤖 This unique collaboration was led by the incredible Prof. Anna Dawid @molecularrobot.bsky.social, with insights from top experts in ML & AI in physics. 🔬
Stay tuned!