Physical Review X最新文献

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Heralded Entanglement of On-Demand Spin-Wave Solid-State Quantum Memories for Multiplexed Quantum Network Links 多路量子网络链路中按需自旋波固态量子存储器的预示纠缠
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-10-03 DOI: 10.1103/wvv1-6lg8
Jonathan Hänni, Alberto E. Rodríguez-Moldes, Félicien Appas, Soeren Wengerowsky, Dario Lago-Rivera, Markus Teller, Samuele Grandi, Hugues de Riedmatten
{"title":"Heralded Entanglement of On-Demand Spin-Wave Solid-State Quantum Memories for Multiplexed Quantum Network Links","authors":"Jonathan Hänni, Alberto E. Rodríguez-Moldes, Félicien Appas, Soeren Wengerowsky, Dario Lago-Rivera, Markus Teller, Samuele Grandi, Hugues de Riedmatten","doi":"10.1103/wvv1-6lg8","DOIUrl":"https://doi.org/10.1103/wvv1-6lg8","url":null,"abstract":"The ability to distribute heralded entanglement between distant matter nodes is a primitive for the implementation of large-scale quantum networks. Some of the most crucial requirements for future applications include high heralding rates at telecom wavelengths, multiplexed operation, and on-demand retrieval of stored excitations for synchronization of separate quantum links. Despite tremendous progress in various physical systems, the demonstration of telecom-heralded entanglement between quantum nodes featuring both multiplexed operation and on-demand retrieval remains elusive. In this work, we combine narrow band parametric photon-pair sources and solid-state quantum memories based on rare-earth doped crystals to demonstrate telecom-heralded entanglement between spatially separated spin-wave quantum memories with fully adjustable recall time and temporal multiplexing of 15 modes. In a first experiment, the storage in the spin state is conditioned on the entanglement heralding. We take advantage of the control over readout pulse phase to achieve feedforward conditional phase shifts on the stored photons depending on which heralding detector clicked. We exploit this effect to double the entanglement heralding rate for a given quantum state up to 510</a:mn></a:mtext></a:mtext>counts</a:mtext>/</a:mo>s</a:mi></a:mrow></a:math>, with an associated detection rate of <d:math xmlns:d=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><d:mrow><d:mn>0.32</d:mn><d:mtext> </d:mtext><d:mtext> </d:mtext><d:mtext>counts</d:mtext><d:mo>/</d:mo><d:mi mathvariant=\"normal\">s</d:mi></d:mrow></d:math> and measured positive concurrence by up to 6 standard deviations. In a second experiment, we simulate the communication time of a long-distance link by implementing an unconditional storage scheme with a dead time of <g:math xmlns:g=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><g:mrow><g:mn>100</g:mn><g:mtext> </g:mtext><g:mtext> </g:mtext><g:mi mathvariant=\"normal\">μ</g:mi><g:mi mathvariant=\"normal\">s</g:mi></g:mrow></g:math>. We take advantage of temporal multiplexing to increase the entanglement rates by a factor of 15 with respect to single mode storage, reaching a value of <k:math xmlns:k=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><k:mrow><k:mn>22</k:mn><k:mtext> </k:mtext><k:mtext> </k:mtext><k:mtext>counts</k:mtext><k:mo>/</k:mo><k:mi mathvariant=\"normal\">s</k:mi></k:mrow></k:math> per heralding detector. These results establish our architecture as a prime candidate for the implementation of scalable high-rate quantum network links.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"157 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145215600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sensing and Control of Single Trapped Electrons above 1 K 1k以上单捕获电子的传感与控制
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-10-02 DOI: 10.1103/vcl7-73ms
K. E. Castoria, N. R. Beysengulov, G. Koolstra, H. Byeon, E. O. Glen, M. Sammon, S. A. Lyon, J. Pollanen, D. G. Rees
{"title":"Sensing and Control of Single Trapped Electrons above 1 K","authors":"K. E. Castoria, N. R. Beysengulov, G. Koolstra, H. Byeon, E. O. Glen, M. Sammon, S. A. Lyon, J. Pollanen, D. G. Rees","doi":"10.1103/vcl7-73ms","DOIUrl":"https://doi.org/10.1103/vcl7-73ms","url":null,"abstract":"Electrons trapped on the surface of cryogenic substrates (liquid helium, solid neon, or hydrogen) are an emerging platform for quantum information processing made attractive by the inherent purity of the electron environment, the scalability of trapping devices, and the predicted long lifetime of electron spin states. Here we demonstrate the spatial control and detection of single electrons above the surface of liquid helium at temperatures above 1 K. A superconducting coplanar waveguide resonator is used to read out the charge state of an electron trap defined by gate electrodes beneath the helium surface. Dispersive frequency shifts are observed as the trap is loaded with electrons, from several tens down to single electrons. These frequency shifts are in good agreement with our theoretical model that treats each electron as a classical oscillator coupled to the cavity field. This sensitive charge readout scheme can aid efforts to develop large-scale quantum processors that require the high cooling powers available in cryostats operating above 1 K.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"75 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145209545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-Performance and Reliable Probabilistic Ising Machine Based on Simulated Quantum Annealing 基于模拟量子退火的高性能可靠概率Ising机
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-10-01 DOI: 10.1103/pcmz-w776
Eleonora Raimondo, Esteban Garzón, Yixin Shao, Andrea Grimaldi, Stefano Chiappini, Riccardo Tomasello, Noraica Davila-Melendez, Jordan A. Katine, Mario Carpentieri, Massimo Chiappini, Marco Lanuzza, Pedram Khalili Amiri, Giovanni Finocchio
{"title":"High-Performance and Reliable Probabilistic Ising Machine Based on Simulated Quantum Annealing","authors":"Eleonora Raimondo, Esteban Garzón, Yixin Shao, Andrea Grimaldi, Stefano Chiappini, Riccardo Tomasello, Noraica Davila-Melendez, Jordan A. Katine, Mario Carpentieri, Massimo Chiappini, Marco Lanuzza, Pedram Khalili Amiri, Giovanni Finocchio","doi":"10.1103/pcmz-w776","DOIUrl":"https://doi.org/10.1103/pcmz-w776","url":null,"abstract":"Probabilistic computing with p-bits is emerging as a computational paradigm for machine learning and for facing combinatorial optimization problems (COPs) with the so-called probabilistic Ising machines (PIMs). From a hardware point of view, the key elements that characterize a PIM are the random number generation, the nonlinearity, the network of coupled probabilistic bits, and the energy-minimization algorithm. Regarding the energy-minimization algorithm in this work we show that PIMs using the simulated quantum annealing (SQA) schedule exhibit better performance as compared to simulated annealing and parallel tempering in solving a number of COPs, such as maximum satisfiability problems, the planted Ising problem, and the traveling salesman problem. Additionally, we design and simulate the architecture of a fully connected CMOS-based PIM that is able to run the SQA algorithm having a spin-update time of 8 ns with a power consumption of 0.22 mW. Our results also show that SQA increases the reliability and the scalability of PIMs by compensating for device variability at an algorithmic level enabling the development of their implementation combining CMOS with different technologies such as spintronics. This work shows that the characteristics of the SQA are hardware agnostic and can be applied in the codesign of any hybrid analog-digital Ising machine implementation. Our results open a promising direction for the implementation of a new generation of reliable and scalable PIMs.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"32 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145202952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal Transport in a 2D Amorphous Material 二维非晶材料的热输运
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-26 DOI: 10.1103/fjww-9pm3
Yuxi Wang, Nianjie Liang, Xingxing Zhang, Wujuan Yan, Haiyu He, Alfredo Fiorentino, Xinwei Tao, Ang Li, Fuwei Yang, Buxuan Li, Te-Huan Liu, Jia Zhu, Wu Zhou, Wei Wang, Stefano Baroni, Lin Zhou, Bai Song
{"title":"Thermal Transport in a 2D Amorphous Material","authors":"Yuxi Wang, Nianjie Liang, Xingxing Zhang, Wujuan Yan, Haiyu He, Alfredo Fiorentino, Xinwei Tao, Ang Li, Fuwei Yang, Buxuan Li, Te-Huan Liu, Jia Zhu, Wu Zhou, Wei Wang, Stefano Baroni, Lin Zhou, Bai Song","doi":"10.1103/fjww-9pm3","DOIUrl":"https://doi.org/10.1103/fjww-9pm3","url":null,"abstract":"Two-dimensional (2D) crystals proved revolutionary soon after graphene was discovered in 2004. However, 2D amorphous materials down to a single layer of atoms only became accessible in 2020, and they remain largely unexplored. In particular, the thermophysical properties of amorphous materials are of great interest upon transition from 3D to 2D. Here, we probe and simulate thermal transport in monolayer amorphous carbon (MAC). An ultralow cross-plane thermal conductivity (κ</a:mi></a:math>) is measured for van der Waals stacked multilayers, which is comparable to that of randomly stacked graphene despite the extra disorder in MAC. This result reveals the predominant role of the weak interlayer interactions in 2D materials. Meanwhile, an unexpectedly high in-plane <c:math xmlns:c=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><c:mi>κ</c:mi></c:math> is obtained for freestanding monolayers, which is a few times higher than what is predicted by conventional wisdom for 3D amorphous carbon with a similar <e:math xmlns:e=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><e:mrow><e:msup><e:mrow><e:mi>sp</e:mi></e:mrow><e:mn>2</e:mn></e:msup></e:mrow></e:math> fraction. This observation is primarily attributed to the dimensionality-induced reduction of anharmonicity and the unique low-frequency out-of-plane vibrational modes in MAC. Amorphous materials at the 2D limit open up new avenues for understanding and manipulating heat at the atomic scale.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"322 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145153769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Teleportation and Entanglement Swapping of Continuous Quantum Variables of Microwave Radiation 微波辐射连续量子变量的隐形传态和纠缠交换
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-25 DOI: 10.1103/9cpm-kr4h
Baleegh Abdo, William Shanks, Oblesh Jinka, J. R. Rozen, Jason Orcutt
{"title":"Teleportation and Entanglement Swapping of Continuous Quantum Variables of Microwave Radiation","authors":"Baleegh Abdo, William Shanks, Oblesh Jinka, J. R. Rozen, Jason Orcutt","doi":"10.1103/9cpm-kr4h","DOIUrl":"https://doi.org/10.1103/9cpm-kr4h","url":null,"abstract":"Quantum communication is needed to build powerful quantum computers and establish reliable quantum networks. At its basis lies the ability to generate and distribute entanglement to separate quantum systems, which can be used to run remote quantum operations on them or teleport quantum states from one system to another with the help of classical channels. To this end, it is useful to harness the resource of continuous-variable (CV) entanglement, since it can be efficiently and unconditionally produced by squeezing light in a nonlinear medium and can be easily manipulated, distributed, and measured using standard components. While various aspects of CV-based quantum communication have been successfully demonstrated in the optical domain, some key capabilities, such as entanglement swapping, have been lacking in the microwave domain. Here, we demonstrate three key elements of CV-based microwave quantum communication: (i) a Josephson mixer operating as a nondegenerate two-mode entangler with maximum measured logarithmic negativity E</a:mi>N</a:mi></a:msub>=</a:mo>1.5</a:mn></a:math>, (ii) a quantum teleportation apparatus, capable of teleporting vacuum and coherent states with a maximum fidelity of 73%, which exceeds the 50% classical limit and is mainly limited by intermediate losses in the setup, and (iii) an entanglement-swapping system which generates entanglement between two remote noninteracting modes via entanglement-swapping operations applied to input vacuum and coherent states with maximum measured logarithmic negativity <c:math xmlns:c=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><c:msub><c:mi>E</c:mi><c:mi>N</c:mi></c:msub><c:mo>=</c:mo><c:mn>0.53</c:mn></c:math>. Such hardware-efficient CV entanglement building blocks that are based on nondegenerate Josephson mixers could enable wide-ranging applications in modular quantum computation, quantum cryptography, and quantum communication.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"18 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145140888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two-Dopant Origin of Competing Stripe and Pair Formation in Hubbard and t−J Models Hubbard和t - J模型中竞争条纹的双掺杂起源和对的形成
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-24 DOI: 10.1103/dpfl-12st
Tizian Blatz, Ulrich Schollwöck, Fabian Grusdt, Annabelle Bohrdt
{"title":"Two-Dopant Origin of Competing Stripe and Pair Formation in Hubbard and t−J Models","authors":"Tizian Blatz, Ulrich Schollwöck, Fabian Grusdt, Annabelle Bohrdt","doi":"10.1103/dpfl-12st","DOIUrl":"https://doi.org/10.1103/dpfl-12st","url":null,"abstract":"Understanding the physics of the two-dimensional Hubbard model is widely believed to be a key step in achieving a full understanding of high-T</a:mi>c</a:mi></a:msub></a:math> cuprate superconductors. In recent years, progress has been made by large-scale numerical simulations at finite doping and, on the other hand, by microscopic theories able to capture the physics of individual charge carriers. In this work, we study single pairs of dopants in a cylindrical system using the density-matrix renormalization group algorithm. We identify two coexisting charge configurations that couple to the spin environment in different ways: a tightly bound configuration featuring (next-)nearest-neighbor pairs and a stripelike configuration of dopants on opposite sides of the cylinder, accompanied by a spin domain wall. Thus, we establish that the interplay between stripe order and uniform pairing, central to the models’ phases at finite doping, has its origin at the single-pair level. By interpolating between the Hubbard and the related <d:math xmlns:d=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><d:mrow><d:mi>t</d:mi><d:mtext>−</d:mtext><d:mi>J</d:mi></d:mrow></d:math> model, we are able to quantitatively understand discrepancies in the pairing properties of the two models through the three-site hopping term usually omitted from the <f:math xmlns:f=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><f:mrow><f:mi>t</f:mi><f:mtext>−</f:mtext><f:mi>J</f:mi></f:mrow></f:math> Hamiltonian. This term is closely related to a next-nearest-neighbor tunneling <h:math xmlns:h=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><h:msup><h:mi>t</h:mi><h:mo>′</h:mo></h:msup></h:math>, which we observe to upset the balance between the competing stripe and pair states on the two-dopant level.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"15 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145133754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Complexity of Gottesman-Kitaev-Preskill States Gottesman-Kitaev-Preskill状态的复杂性
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-19 DOI: 10.1103/4ww5-4yww
Lukas Brenner, Libor Caha, Xavier Coiteux-Roy, Robert Koenig
{"title":"Complexity of Gottesman-Kitaev-Preskill States","authors":"Lukas Brenner, Libor Caha, Xavier Coiteux-Roy, Robert Koenig","doi":"10.1103/4ww5-4yww","DOIUrl":"https://doi.org/10.1103/4ww5-4yww","url":null,"abstract":"We initiate the study of state complexity for continuous-variable quantum systems. Concretely, we consider a setup with bosonic modes and auxiliary qubits, where available operations include Gaussian one- and two-mode operations and single- and two-qubit operations as well as qubit-controlled phase-space displacements. We define the (approximate) complexity of a bosonic state by the minimum size of a circuit that prepares an approximation to the state in trace distance. We propose a new circuit which prepares an approximate Gottesman-Kitaev-Preskill (GKP) state |</a:mo>G</a:mi>K</a:mi>P</a:mi></a:mrow>κ</a:mi>,</a:mo>Δ</a:mi></a:mrow></a:msub>⟩</a:mo></a:math>. Here, <i:math xmlns:i=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><i:msup><i:mi>κ</i:mi><i:mrow><i:mo>−</i:mo><i:mn>2</i:mn></i:mrow></i:msup></i:math> is the variance of the envelope, and <k:math xmlns:k=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><k:msup><k:mi mathvariant=\"normal\">Δ</k:mi><k:mn>2</k:mn></k:msup></k:math> is the variance of the individual peaks. We show that the circuit accepts with constant probability and—conditioned on acceptance—the output state is polynomially close in <n:math xmlns:n=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><n:mo stretchy=\"false\">(</n:mo><n:mi>κ</n:mi><n:mo>,</n:mo><n:mi mathvariant=\"normal\">Δ</n:mi><n:mo stretchy=\"false\">)</n:mo></n:math> to the state <s:math xmlns:s=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><s:mo stretchy=\"false\">|</s:mo><s:msub><s:mrow><s:mi mathvariant=\"sans-serif\">G</s:mi><s:mi mathvariant=\"sans-serif\">K</s:mi><s:mi mathvariant=\"sans-serif\">P</s:mi></s:mrow><s:mrow><s:mi>κ</s:mi><s:mo>,</s:mo><s:mi mathvariant=\"normal\">Δ</s:mi></s:mrow></s:msub><s:mo stretchy=\"false\">⟩</s:mo></s:math>. The size of our circuit is linear in (</ab:mo>log</ab:mi>1</ab:mn>/</ab:mo>κ</ab:mi>,</ab:mo>log</ab:mi>1</ab:mn>/</ab:mo>Δ</ab:mi>)</ab:mo></ab:math>. To our knowledge, this is the first protocol for GKP-state preparation with fidelity guarantees for the prepared state. We also show converse bounds, establishing that the linear circuit-size dependence of our construction is optimal. This fully characterizes the complexity of GKP states.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"11 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145089288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fisher Information Flow in Artificial Neural Networks 人工神经网络中的Fisher信息流
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-16 DOI: 10.1103/kn3z-rmm8
Maximilian Weimar, Lukas M. Rachbauer, Ilya Starshynov, Daniele Faccio, Linara Adilova, Dorian Bouchet, Stefan Rotter
{"title":"Fisher Information Flow in Artificial Neural Networks","authors":"Maximilian Weimar, Lukas M. Rachbauer, Ilya Starshynov, Daniele Faccio, Linara Adilova, Dorian Bouchet, Stefan Rotter","doi":"10.1103/kn3z-rmm8","DOIUrl":"https://doi.org/10.1103/kn3z-rmm8","url":null,"abstract":"The estimation of continuous parameters from measured data plays a central role in many fields of physics. A key tool in understanding and improving such estimation processes is the concept of Fisher information, which quantifies how information about unknown parameters propagates through a physical system and determines the ultimate limits of precision. With artificial neural networks gradually becoming an integral part of many measurement systems, it is essential to understand how they process and transmit parameter-relevant information internally. Here, we present a method to monitor the flow of Fisher information through an artificial neural network performing a parameter estimation task, tracking it from the input to the output layer. We show that optimal estimation performance corresponds to the maximal transmission of Fisher information and that training beyond this point results in information loss due to overfitting. This provides a model-free stopping criterion for network training—eliminating the need for a separate validation dataset. To demonstrate the practical relevance of our approach, we apply it to a network trained on data from an imaging experiment, highlighting its effectiveness in a realistic physical setting.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"84 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145067976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Středa Formula for Floquet Systems: Topological Invariants and Quantized Anomalies from Cesàro Summation Středa Floquet系统的公式:来自Cesàro求和的拓扑不变量和量化异常
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-10 DOI: 10.1103/b3pw-my97
Lucila Peralta Gavensky, Gonzalo Usaj, and Nathan Goldman
{"title":"Středa Formula for Floquet Systems: Topological Invariants and Quantized Anomalies from Cesàro Summation","authors":"Lucila Peralta Gavensky, Gonzalo Usaj, and Nathan Goldman","doi":"10.1103/b3pw-my97","DOIUrl":"https://doi.org/10.1103/b3pw-my97","url":null,"abstract":"","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"24 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145026113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient Finite-Resource Formulation of Non-Abelian Lattice Gauge Theories beyond One Dimension 一维以上非阿贝尔格规范理论的有效有限资源表述
IF 12.5 1区 物理与天体物理
Physical Review X Pub Date : 2025-09-09 DOI: 10.1103/k9p6-c649
Pierpaolo Fontana, Marc Miranda-Riaza, and Alessio Celi
{"title":"Efficient Finite-Resource Formulation of Non-Abelian Lattice Gauge Theories beyond One Dimension","authors":"Pierpaolo Fontana, Marc Miranda-Riaza, and Alessio Celi","doi":"10.1103/k9p6-c649","DOIUrl":"https://doi.org/10.1103/k9p6-c649","url":null,"abstract":"","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":"67 1","pages":""},"PeriodicalIF":12.5,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145025678","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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