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Unravelling physics beyond the standard model with classical and quantum anomaly detection


Jan 25, 2023
Julian Schuhmacher, Laura Boggia, Vasilis Belis, Ema Puljak, Michele Grossi, Maurizio Pierini, Sofia Vallecorsa, Francesco Tacchino, Panagiotis Barkoutsos, Ivano Tavernelli

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* 15 pages, 10 figures 

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Quantum anomaly detection in the latent space of proton collision events at the LHC


Jan 25, 2023
Kinga Anna Woźniak, Vasilis Belis, Ema Puljak, Panagiotis Barkoutsos, Günther Dissertori, Michele Grossi, Maurizio Pierini, Florentin Reiter, Ivano Tavernelli, Sofia Vallecorsa

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The Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning


Dec 22, 2022
Massimiliano Incudini, Michele Grossi, Antonio Mandarino, Sofia Vallecorsa, Alessandra Di Pierro, David Windridge

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Conditional Progressive Generative Adversarial Network for satellite image generation


Nov 28, 2022
Renato Cardoso, Sofia Vallecorsa, Edoardo Nemni

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* Published at the SyntheticData4ML Neurips workshop 

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Running the Dual-PQC GAN on noisy simulators and real quantum hardware


May 30, 2022
Su Yeon Chang, Edwin Agnew, Elías F. Combarro, Michele Grossi, Steven Herbert, Sofia Vallecorsa

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* 6 pages, 5 figures, Proceedings of the 20th International Workshop on Advanced Computing and Analysis Techniques in Physics Research (ACAT 2021) 

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Conditional Born machine for Monte Carlo events generation


May 16, 2022
Oriel Kiss, Michele Grossi, Enrique Kajomovitz, Sofia Vallecorsa

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* 10 pages, 9 figures, 4 tables 

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Quantum neural networks force fields generation


Mar 09, 2022
Oriel Kiss, Francesco Tacchino, Sofia Vallecorsa, Ivano Tavernelli

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* 12 pages, 7 figures 

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Dual-Tasks Siamese Transformer Framework for Building Damage Assessment


Jan 26, 2022
Hongruixuan Chen, Edoardo Nemni, Sofia Vallecorsa, Xi Li, Chen Wu, Lars Bromley

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Accelerating GAN training using highly parallel hardware on public cloud


Nov 08, 2021
Renato Cardoso, Dejan Golubovic, Ignacio Peluaga Lozada, Ricardo Rocha, João Fernandes, Sofia Vallecorsa

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Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction


Sep 26, 2021
Cenk Tüysüz, Carla Rieger, Kristiane Novotny, Bilge Demirköz, Daniel Dobos, Karolos Potamianos, Sofia Vallecorsa, Jean-Roch Vlimant, Richard Forster

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* 20 pages, 18 figures 

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