Search Results for author: Xuemei Gu

Found 4 papers, 4 papers with code

Virtual Reality for Understanding Artificial-Intelligence-driven Scientific Discovery with an Application in Quantum Optics

1 code implementation20 Feb 2024 Philipp Schmidt, Sören Arlt, Carlos Ruiz-Gonzalez, Xuemei Gu, Carla Rodríguez, Mario Krenn

Thereby, we can manually discover new generalizations of AI-discoveries as well as new understanding in experimental quantum optics.

Forecasting high-impact research topics via machine learning on evolving knowledge graphs

1 code implementation13 Feb 2024 Xuemei Gu, Mario Krenn

We envision that the ability to predict the impact of new ideas will be a crucial component of future artificial muses that can inspire new impactful and interesting scientific ideas.

Knowledge Graphs

Deep Quantum Graph Dreaming: Deciphering Neural Network Insights into Quantum Experiments

1 code implementation13 Sep 2023 Tareq Jaouni, Sören Arlt, Carlos Ruiz-Gonzalez, Ebrahim Karimi, Xuemei Gu, Mario Krenn

Interestingly, we find that, in the first layers, the neural network identifies simple properties, while in the deeper ones, it can identify complex quantum structures and even quantum entanglement.

Learning Interpretable Representations of Entanglement in Quantum Optics Experiments using Deep Generative Models

1 code implementation6 Sep 2021 Daniel Flam-Shepherd, Tony Wu, Xuemei Gu, Alba Cervera-Lierta, Mario Krenn, Alan Aspuru-Guzik

The complex relationship between the setup structure of a quantum experiment and its entanglement properties is essential to fundamental research in quantum optics but is difficult to intuitively understand.

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