利用NSTL下一代知识服务项目课题组基于文献的计量特征和摘要语言学特征构建的潜在突破性论文识别模型，结合论文发表年、引用次数、期刊IF、论文摘要中作者对论文价值的评价语句等指标进行高价值论文识别。从WOS数据库近五年4万多篇量子科学研究论文中，通过潜在突破性论文识别模型识别出可能具有较高研究价值或代表领域前沿研究的论文32篇。
表1 量子科学领域的潜在突破性论文列表
序号 论文标题 来源期刊 出版年 期刊影响因子
1 Building a Fault-Tolerant Quantum Computer Using Concatenated Cat Codes PRX QUANTUM 2022 7.514
2 Device-independent quantum secure direct communication against collective attacks SCIENCE BULLETIN 2020 20.577
3 Topologically Protected Valley-Dependent Quantum Photonic Circuits PHYSICAL REVIEW LETTERS 2021 9.185
4 Informationally restricted correlations: a general framework for classical and quantum systems QUANTUM 2022 6.439
5 Experimental quantum key distribution beyond the repeaterless secret key capacity NATURE PHOTONICS 2019 39.728
6 Electric load forecasting by complete ensemble empirical mode decomposition adaptive noise and support vector regression with quantum-based dragonfly algorithm NONLINEAR DYNAMICS 2019 5.741
7 A Ten-Qubit Solid-State Spin Register with Quantum Memory up to One Minute PHYSICAL REVIEW X 2019 14.417
8 Quantum differential evolution with cooperative coevolution framework and hybrid mutation strategy for large scale optimization KNOWLEDGE-BASED SYSTEMS 2021 8.139
9 Implementation of quantum key distribution surpassing the linear rate-transmittance bound NATURE PHOTONICS 2020 39.728
10 One-step device-independent quantum secure direct communication SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY 2022 5.203
11 An improved quantum-inspired cooperative co-evolution algorithm with muli-strategy and its application EXPERT SYSTEMS WITH APPLICATIONS 2021 8.665
12 High-fidelity entanglement and detection of alkaline-earth Rydberg atoms NATURE PHYSICS 2020 19.684
13 Creation and control of high-dimensional multi-partite classically entangled light LIGHT-SCIENCE & APPLICATIONS 2021 20.257
14 Universal quantum control through deep reinforcement learning NPJ QUANTUM INFORMATION 2019 10.758
15 The Page curve of Hawking radiation from semiclassical geometry JOURNAL OF HIGH ENERGY PHYSICS 2020 6.379
16 Quantum-Inspired Blockchain-Based Cybersecurity: Securing Smart Edge Utilities in IoT-Based Smart Cities INFORMATION PROCESSING & MANAGEMENT 2021 7.466
17 Toward tailoring Majorana bound states in artificially constructed magnetic atom chains on elemental superconductors SCIENCE ADVANCES 2018 14.957
18 Quantum Boltzmann Machine PHYSICAL REVIEW X 2018 14.417
19 Cerium and Ytterbium Codoped Halide Perovskite Quantum Dots: A Novel and Efficient Downconverter for Improving the Performance of Silicon Solar Cells ADVANCED MATERIALS 2017 32.086
20 Phase-Programmable Gaussian Boson Sampling Using Stimulated Squeezed Light PHYSICAL REVIEW LETTERS 2021 9.185
21 An Improved Quantum-Inspired Differential Evolution Algorithm for Deep Belief Network IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 2020 5.332
22 Enhanced valley splitting in monolayer WSe2 due to magnetic exchange field NATURE NANOTECHNOLOGY 2017 40.523
23 Half-integer level shift of vortex bound states in an iron-based superconductor NATURE PHYSICS 2019 19.684
24 Boson Sampling with 20 Input Photons and a 60-Mode Interferometer in a 10(14)-Dimensional Hilbert Space PHYSICAL REVIEW LETTERS 2019 9.185
25 Large-Scale Optical Neural Networks Based on Photoelectric Multiplication PHYSICAL REVIEW X 2019 14.417
26 Atomic superheterodyne receiver based on microwave-dressed Rydberg spectroscopy NATURE PHYSICS 2020 19.684
27 Quantum bit threads and holographic entanglement JOURNAL OF HIGH ENERGY PHYSICS 2022 6.379
28 Quantum Hall effect based on Weyl orbits in Cd3As2 NATURE 2019 69.504
29 Computation of Molecular Spectra on a Quantum Processor with an Error-Resilient Algorithm PHYSICAL REVIEW X 2018 14.417
30 Quad-Band Terahertz Metamaterial Absorber Based on the Combining of the Dipole and Quadrupole Resonances of Two SRRs IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS 2017 4.653
31 A Low-Noise CMOS SPAD Pixel With 12.1 Ps SPTR and 3 Ns Dead Time IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS 2022 4.653
32 Homology conditions for RT surfaces in double holography CLASSICAL AND QUANTUM GRAVITY 2022 3.853
