275 citations
- Artificial Intelligence Research InstituteES5 papers
- Universitat de ValènciaES5 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- Institut de Mécanique Céleste et de Calcul des ÉphéméridesFR3 papers
- Laboratoire d’études spatiales et d’instrumentation en astrophysiqueFR3 papers
- Sorbonne UniversitéFR3 papers
- Southwest Research InstituteUS3 papers
- Université de LilleFR3 papers
- Université Paris CitéFR3 papers
- Université Paris Sciences et LettresFR3 papers
- California Polytechnic State UniversityUS2 papers
- Center for Astrophysics Harvard & SmithsonianUS2 papers
19 papers
A Deep Learning Powered Numerical Relativity Surrogate for Binary Black Hole Waveforms
Osvaldo Gramaxo Freitas, Anastasios Theodoropoulos, Nino Villanueva +6
Gravitational-wave approximants are essential for gravitational-wave astronomy, allowing the coverage binary black hole parameter space for inference or match filtering without cos…
TrackFormers: In Search of Transformer-Based Particle Tracking for the High-Luminosity LHC Era
Sascha Caron, Nadezhda Dobreva, Antonio Ferrer Sánchez +5
High-Energy Physics experiments are facing a multi-fold data increase with every new iteration. This is certainly the case for the upcoming High-Luminosity LHC upgrade. Such increa…
Quantum Active Learning
Yongcheng Ding, Yue Ban, Mikel Sanz +2
Quantum machine learning, as an extension of classical machine learning that harnesses quantum mechanics, facilitates effiient learning from data encoded in quantum states. Trainin…
Digital-analog quantum convolutional neural networks for image classification
Anton Simen, Carlos Flores-Garrigos, Narendra N. Hegade +6
We propose digital-analog quantum kernels for enhancing the detection of complex features in the classification of images. We consider multipartite-entangled analog blocks, stemmin…
Dropout is all you need: robust two-qubit gate with reinforcement learning
Tian-Niu Xu, Yongcheng Ding, José D. Martín-Guerrero +1
In the realm of quantum control, reinforcement learning, a prominent branch of machine learning, emerges as a competitive candidate for computer-assisted optimal design for experim…
Vibrational Stabilization of Complex Network Systems
Alberto Maria Nobili, Yuzhen Qin, Carlo Alberto Avizzano +2
Many natural and man-made network systems need to maintain certain patterns, such as working at equilibria or limit cycles, to function properly. Thus, the ability to stabilize suc…