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Dvali G, Funcke L, Vachaspati T. Time- and Space-Varying Neutrino Mass Matrix from Soft Topological Defects. Phys Rev Lett 2023; 130:091601. [PMID: 36930932 DOI: 10.1103/physrevlett.130.091601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 05/31/2022] [Accepted: 01/30/2023] [Indexed: 06/18/2023]
Abstract
We study the formation and evolution of topological defects that arise in the postrecombination phase transition predicted by the gravitational neutrino mass model in Dvali and Funcke [Phys. Rev. D 93, 113002 (2016)PRVDAQ2470-001010.1103/PhysRevD.93.113002]. In the transition, global skyrmions, monopoles, strings, and domain walls form due to the spontaneous breaking of the neutrino flavor symmetry. These defects are unique in their softness and origin; as they appear at a very low energy scale, they only require standard model particle content, and they differ fundamentally depending on the Majorana or Dirac nature of the neutrinos. One of the observational signatures is the time dependence and space dependence of the neutrino mass matrix, which could be observable in future neutrino experiments. Already existing data rule out parts of the parameter space in the Majorana case. The detection of this effect could shed light onto the open question of the Dirac versus Majorana neutrino nature.
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Affiliation(s)
- Gia Dvali
- Arnold Sommerfeld Center, Ludwig-Maximilians-Universität, Theresienstraße 37, 80333 München, Germany
- Max-Planck-Institut für Physik, Föhringer Ring 6, 80805 München, Germany
| | - Lena Funcke
- Center for Theoretical Physics and NSF AI Institute for Artificial Intelligence and Fundamental Interactions, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA
| | - Tanmay Vachaspati
- Physics Department, Arizona State University, Tempe, Arizona 85287, USA
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Funcke L, Hartung T, Jansen K, Kühn S, Schneider M, Stornati P, Wang X. Towards quantum simulations in particle physics and beyond on noisy intermediate-scale quantum devices. Philos Trans A Math Phys Eng Sci 2022; 380:20210062. [PMID: 34923847 DOI: 10.1098/rsta.2021.0062] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 10/04/2021] [Indexed: 06/14/2023]
Abstract
We review two algorithmic advances that bring us closer to reliable quantum simulations of model systems in high-energy physics and beyond on noisy intermediate-scale quantum (NISQ) devices. The first method is the dimensional expressivity analysis of quantum circuits, which allows for constructing minimal but maximally expressive quantum circuits. The second method is an efficient mitigation of readout errors on quantum devices. Both methods can lead to significant improvements in quantum simulations, e.g. when variational quantum eigensolvers are used. This article is part of the theme issue 'Quantum technologies in particle physics'.
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Affiliation(s)
- L Funcke
- Center for Theoretical Physics, Co-Design Center for Quantum Advantage, and NSF AI Institute for Artificial Intelligence and Fundamental Interactions, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
- Perimeter Institute for Theoretical Physics, 31 Caroline Street North, Waterloo, Ontario, Canada N2L 2Y5
| | - T Hartung
- Department of Mathematical Sciences, University of Bath, 4 West, Claverton Down, Bath BA2 7AY, UK
- Computation-based Science and Technology Research Center, The Cyprus Institute, 20 Kavafi Street, 2121 Nicosia, Cyprus
| | - K Jansen
- NIC, DESY Zeuthen, Platanenallee 6, 15738 Zeuthen, Germany
| | - S Kühn
- Computation-based Science and Technology Research Center, The Cyprus Institute, 20 Kavafi Street, 2121 Nicosia, Cyprus
| | - M Schneider
- NIC, DESY Zeuthen, Platanenallee 6, 15738 Zeuthen, Germany
- Institut für Physik, Humboldt-Universität zu Berlin, Zum Großen Windkanal 6, 12489 Berlin, Germany
| | - P Stornati
- NIC, DESY Zeuthen, Platanenallee 6, 15738 Zeuthen, Germany
- Institut für Physik, Humboldt-Universität zu Berlin, Zum Großen Windkanal 6, 12489 Berlin, Germany
| | - X Wang
- School of Physics, Peking University, 5 Yiheyuan Rd, Haidian District, Beijing 100871, People's Republic of China
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Nicoli KA, Anders CJ, Funcke L, Hartung T, Jansen K, Kessel P, Nakajima S, Stornati P. Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models. Phys Rev Lett 2021; 126:032001. [PMID: 33543982 DOI: 10.1103/physrevlett.126.032001] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 10/14/2020] [Accepted: 12/14/2020] [Indexed: 05/24/2023]
Abstract
In this Letter, we demonstrate that applying deep generative machine learning models for lattice field theory is a promising route for solving problems where Markov chain Monte Carlo (MCMC) methods are problematic. More specifically, we show that generative models can be used to estimate the absolute value of the free energy, which is in contrast to existing MCMC-based methods, which are limited to only estimate free energy differences. We demonstrate the effectiveness of the proposed method for two-dimensional ϕ^{4} theory and compare it to MCMC-based methods in detailed numerical experiments.
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Affiliation(s)
- Kim A Nicoli
- Machine Learning Group, Technische Universität Berlin, Marchstr. 23 10587 Berlin, Germany
| | - Christopher J Anders
- Machine Learning Group, Technische Universität Berlin, Marchstr. 23 10587 Berlin, Germany
| | - Lena Funcke
- Perimeter Institute for Theoretical Physics, 31 Caroline St N, Waterloo, Ontario N2L 2Y5, Canada
| | - Tobias Hartung
- Department of Mathematics, Kings College London, 80 Kennington Rd, Bishop's, London SE11 6NJ, United Kingdom
| | - Karl Jansen
- NIC, DESY, Zeuthen, Platanenalle 6, 15738 Zeuthen, Germany
| | - Pan Kessel
- Machine Learning Group, Technische Universität Berlin, Marchstr. 23 10587 Berlin, Germany
| | - Shinichi Nakajima
- Machine Learning Group, Technische Universität Berlin, Marchstr. 23 10587 Berlin, Germany
- RIKEN Center for AIP, 103-0027 Tokyo, Chuo City, Japan
| | - Paolo Stornati
- NIC, DESY, Zeuthen, Platanenalle 6, 15738 Zeuthen, Germany
- Institut für Physik, Humboldt-Universität, Newtonstraße 15, 12489 Berlin, Germany
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Alexandrou C, Finkenrath J, Funcke L, Jansen K, Kostrzewa B, Pittler F, Urbach C. Ruling Out the Massless Up-Quark Solution to the Strong CP Problem by Computing the Topological Mass Contribution with Lattice QCD. Phys Rev Lett 2020; 125:232001. [PMID: 33337203 DOI: 10.1103/physrevlett.125.232001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 07/20/2020] [Accepted: 09/29/2020] [Indexed: 06/12/2023]
Abstract
The infamous strong CP problem in particle physics can in principle be solved by a massless up quark. In particular, it was hypothesized that topological effects could substantially contribute to the observed nonzero up-quark mass without reintroducing CP violation. Alternatively to previous work using fits to chiral perturbation theory, in this Letter, we bound the strength of the topological mass contribution with direct lattice QCD simulations, by computing the dependence of the pion mass on the dynamical strange-quark mass. We find that the size of the topological mass contribution is inconsistent with the massless up-quark solution to the strong CP problem.
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Affiliation(s)
- Constantia Alexandrou
- Department of Physics, University of Cyprus, P.O. Box 20537, 1678 Nicosia, Cyprus
- Computation-Based Science and Technology Research Center, The Cyprus Institute, 20 Konstantinou Kavafi Street, 2121 Nicosia, Cyprus
| | - Jacob Finkenrath
- Computation-Based Science and Technology Research Center, The Cyprus Institute, 20 Konstantinou Kavafi Street, 2121 Nicosia, Cyprus
| | - Lena Funcke
- Perimeter Institute for Theoretical Physics, 31 Caroline Street North, Waterloo, Ontario N2L 2Y5, Canada
| | - Karl Jansen
- NIC, DESY Zeuthen, Platanenallee 6, 15738 Zeuthen, Germany
| | - Bartosz Kostrzewa
- Helmholtz Institut für Strahlen- und Kernphysik, University of Bonn, Nussallee 14-16, 53115 Bonn, Germany
- Bethe Center for Theoretical Physics, University of Bonn, Nussallee 12, 53115 Bonn, Germany
| | - Ferenc Pittler
- Helmholtz Institut für Strahlen- und Kernphysik, University of Bonn, Nussallee 14-16, 53115 Bonn, Germany
- Bethe Center for Theoretical Physics, University of Bonn, Nussallee 12, 53115 Bonn, Germany
| | - Carsten Urbach
- Helmholtz Institut für Strahlen- und Kernphysik, University of Bonn, Nussallee 14-16, 53115 Bonn, Germany
- Bethe Center for Theoretical Physics, University of Bonn, Nussallee 12, 53115 Bonn, Germany
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Hiesinger H, van der Bogert CH, Pasckert JH, Funcke L, Giacomini L, Ostrach LR, Robinson MS. How old are young lunar craters? ACTA ACUST UNITED AC 2012. [DOI: 10.1029/2011je003935] [Citation(s) in RCA: 107] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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