Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models
Nicoli, Kim A, Anders, Christopher J, Funcke, Lena, Hartung, Tobias, Jansen, Karl, Kessel, Pan, Nakajima, Shinichi, Stornati, Paolo
Published in Physical review letters (22.01.2021)
Published in Physical review letters (22.01.2021)
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Journal Article
Asymptotically unbiased estimation of physical observables with neural samplers
Nicoli, Kim A, Nakajima, Shinichi, Strodthoff, Nils, Samek, Wojciech, Müller, Klaus-Robert, Kessel, Pan
Published in Physical review. E (01.02.2020)
Published in Physical review. E (01.02.2020)
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Journal Article
Flow-based Sampling for Entanglement Entropy and the Machine Learning of Defects
Bulgarelli, Andrea, Cellini, Elia, Jansen, Karl, Kühn, Stefan, Nada, Alessandro, Nakajima, Shinichi, Nicoli, Kim A, Panero, Marco
Year of Publication 18.10.2024
Year of Publication 18.10.2024
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Journal Article
Detecting and Mitigating Mode-Collapse for Flow-based Sampling of Lattice Field Theories
Nicoli, Kim A, Anders, Christopher J, Hartung, Tobias, Jansen, Karl, Kessel, Pan, Nakajima, Shinichi
Year of Publication 27.02.2023
Year of Publication 27.02.2023
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Journal Article
Physics-Informed Bayesian Optimization of Variational Quantum Circuits
Nicoli, Kim A, Anders, Christopher J, Funcke, Lena, Hartung, Tobias, Jansen, Karl, Kühn, Stefan, Müller, Klaus-Robert, Stornati, Paolo, Kessel, Pan, Nakajima, Shinichi
Year of Publication 10.06.2024
Year of Publication 10.06.2024
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Journal Article
Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse
Nicoli, Kim A, Anders, Christopher, Funcke, Lena, Hartung, Tobias, Jansen, Karl, Kessel, Pan, Nakajima, Shinichi, Stornati, Paolo
Published in arXiv.org (30.11.2021)
Published in arXiv.org (30.11.2021)
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Journal Article
Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models
Nicoli, Kim A, Anders, Christopher J, Funcke, Lena, Hartung, Tobias, Jansen, Karl, Kessel, Pan, Nakajima, Shinichi, Stornati, Paolo
Published in arXiv.org (05.01.2021)
Published in arXiv.org (05.01.2021)
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Journal Article
Asymptotically unbiased estimation of physical observables with neural samplers
Nicoli, Kim A, Nakajima, Shinichi, Strodthoff, Nils, Samek, Wojciech, Klaus-Robert Müller, Kessel, Pan
Published in arXiv.org (13.02.2020)
Published in arXiv.org (13.02.2020)
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Journal Article
Modern applications of machine learning in quantum sciences
Dawid, Anna, Arnold, Julian, Requena, Borja, Gresch, Alexander, Płodzień, Marcin, Donatella, Kaelan, Nicoli, Kim A, Stornati, Paolo, Koch, Rouven, Büttner, Miriam, Okuła, Robert, Muñoz-Gil, Gorka, Vargas-Hernández, Rodrigo A, Cervera-Lierta, Alba, Carrasquilla, Juan, Dunjko, Vedran, Gabrié, Marylou, Huembeli, Patrick, van Nieuwenburg, Evert, Vicentini, Filippo, Wang, Lei, Wetzel, Sebastian J, Carleo, Giuseppe, Greplová, Eliška, Krems, Roman, Marquardt, Florian, Tomza, Michał, Lewenstein, Maciej, Dauphin, Alexandre
Year of Publication 08.04.2022
Year of Publication 08.04.2022
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Journal Article
Analysis of Atomistic Representations Using Weighted Skip-Connections
Nicoli, Kim A, Kessel, Pan, Gastegger, Michael, Schütt, Kristof T
Published in arXiv.org (14.11.2018)
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Published in arXiv.org (14.11.2018)
Paper
Modern applications of machine learning in quantum sciences
Dawid, Anna, Arnold, Julian, Requena, Borja, Gresch, Alexander, Płodzień, Marcin, Kaelan Donatella, Nicoli, Kim A, Stornati, Paolo, Koch, Rouven, Büttner, Miriam, Okuła, Robert, Muñoz-Gil, Gorka, Vargas-Hernández, Rodrigo A, Cervera-Lierta, Alba, Carrasquilla, Juan, Dunjko, Vedran, Gabrié, Marylou, Huembeli, Patrick, Evert van Nieuwenburg, Vicentini, Filippo, Wang, Lei, Wetzel, Sebastian J, Carleo, Giuseppe, Greplová, Eliška, Krems, Roman, Marquardt, Florian, Tomza, Michał, Lewenstein, Maciej, Dauphin, Alexandre
Published in arXiv.org (15.11.2023)
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Published in arXiv.org (15.11.2023)
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