Scalable And Flexible Classical Shadow Tomography With Tensor Networks

افلاطون کے ذریعہ دوبارہ شائع کیا گیا۔

فالونگ: 0

Ahmed A. Akhtar¹, Hong-Ye Hu^1,2, and Yi-Zhuang You¹

¹Department of Physics, University of California San Diego, La Jolla, CA 92093, USA
²Department of Physics, Harvard University, 17 Oxford Street, Cambridge, MA 02138, USA

اس کاغذ کو دلچسپ لگتا ہے یا اس پر بات کرنا چاہتے ہیں؟ SciRate پر تبصرہ کریں یا چھوڑیں۔.

خلاصہ

Classical shadow tomography is a powerful randomized measurement protocol for predicting many properties of a quantum state with few measurements. Two classical shadow protocols have been extensively studied in the literature: the single-qubit (local) Pauli measurement, which is well suited for predicting local operators but inefficient for large operators; and the global Clifford measurement, which is efficient for low-rank operators but infeasible on near-term quantum devices due to the extensive gate overhead. In this work, we demonstrate a scalable classical shadow tomography approach for generic randomized measurements implemented with finite-depth local Clifford random unitary circuits, which interpolates between the limits of Pauli and Clifford measurements. The method combines the recently proposed locally-scrambled classical shadow tomography framework with tensor network techniques to achieve scalability for computing the classical shadow reconstruction map and evaluating various physical properties. The method enables classical shadow tomography to be performed on shallow quantum circuits with superior sample efficiency and minimal gate overhead and is friendly to noisy intermediate-scale quantum (NISQ) devices. We show that the shallow-circuit measurement protocol provides immediate, exponential advantages over the Pauli measurement protocol for predicting quasi-local operators. It also enables a more efficient fidelity estimation compared to the Pauli measurement.

Featured image: Classical shadow tomography in a system of n qubits by randomized measurement via a local, finite-depth random unitary circuit of L layers.

► BibTeX ڈیٹا

@article{Akhtar2023scalableflexible, doi = {10.22331/q-2023-06-01-1026}, url = {https://doi.org/10.22331/q-2023-06-01-1026}, title = {Scalable and {F}lexible {C}lassical {S}hadow {T}omography with {T}ensor {N}etworks}, author = {Akhtar, Ahmed A. and Hu, Hong-Ye and You, Yi-Zhuang}, journal = {{Quantum}}, issn = {2521-327X}, publisher = {{Verein zur F{"{o}}rderung des Open Access Publizierens in den Quantenwissenschaften}}, volume = {7}, pages = {1026}, month = jun, year = {2023}
}

► حوالہ جات

ہے [1] Scott Aaronson. Shadow Tomography of Quantum States. arXiv e-prints, art. arXiv:1711.01053, November 2017.
آر ایکس سی: 1711.01053

ہے [2] سکاٹ ایرونسن اور ڈینیئل گوٹسمین۔ سٹیبلائزر سرکٹس کا بہتر تخروپن۔ طبیعیات Rev. A, 70: 052328, Nov 2004. 10.1103/ PhysRevA.70.052328. URL https:///link.aps.org/doi/10.1103/PhysRevA.70.052328۔
https:///doi.org/10.1103/PhysRevA.70.052328

ہے [3] Scott Aaronson and Guy N. Rothblum. Gentle Measurement of Quantum States and Differential Privacy. arXiv e-prints, art. arXiv:1904.08747, April 2019.
آر ایکس سی: 1904.08747

ہے [4] A. A. Akhtar and Yi-Zhuang You. Multiregion entanglement in locally scrambled quantum dynamics. Phys. Rev. B, 102 (13): 134203, October 2020. 10.1103/PhysRevB.102.134203.
https:///doi.org/10.1103/PhysRevB.102.134203

ہے [5] Mirko Arienzo, Markus Heinrich, Ingo Roth, and Martin Kliesch. Closed-form analytic expressions for shadow estimation with brickwork circuits, 2022. URL https://arxiv.org/abs/2211.09835.
آر ایکس سی: 2211.09835

ہے [6] Yimu Bao, Soonwon Choi, and Ehud Altman. Theory of the phase transition in random unitary circuits with measurements. Phys. Rev. B, 101 (10): 104301, March 2020. 10.1103/PhysRevB.101.104301.
https:///doi.org/10.1103/PhysRevB.101.104301

ہے [7] Christian Bertoni, Jonas Haferkamp, Marcel Hinsche, Marios Ioannou, Jens Eisert, and Hakop Pashayan. Shallow shadows: Expectation estimation using low-depth random Clifford circuits. arXiv e-prints, art. arXiv:2209.12924, September 2022.
آر ایکس سی: 2209.12924

ہے [8] Kaifeng Bu, Dax Enshan Koh, Roy J. Garcia, and Arthur Jaffe. Classical shadows with pauli-invariant unitary ensembles, 2022. URL https://arxiv.org/abs/2202.03272.
آر ایکس سی: 2202.03272

ہے [9] Carlton M. Caves, Christopher A. Fuchs, and Rüdiger Schack. Unknown quantum states: The quantum de Finetti representation. Journal of Mathematical Physics, 43 (9): 4537–4559, September 2002. 10.1063/1.1494475.
https://doi.org/10.1063/1.1494475

ہے [10] Senrui Chen, Wenjun Yu, Pei Zeng, and Steven T. Flammia. Robust shadow estimation. PRX Quantum, 2: 030348, Sep 2021. 10.1103/PRXQuantum.2.030348. URL https://link.aps.org/doi/10.1103/PRXQuantum.2.030348.
https:///doi.org/10.1103/PRXQuantum.2.030348

ہے [11] Xiao Chen and Tianci Zhou. Quantum chaos dynamics in long-range power law interaction systems. Phys. Rev. B, 100 (6): 064305, August 2019. 10.1103/PhysRevB.100.064305.
https:///doi.org/10.1103/PhysRevB.100.064305

ہے [12] Soonwon Choi, Yimu Bao, Xiao-Liang Qi, and Ehud Altman. Quantum Error Correction in Scrambling Dynamics and Measurement-Induced Phase Transition. Phys. Rev. B, 125 (3): 030505, July 2020. 10.1103/PhysRevLett.125.030505.
https:///doi.org/10.1103/PhysRevLett.125.030505

ہے [13] Ze-Pei Cian, Hossein Dehghani, Andreas Elben, Benoı̂t Vermersch, Guanyu Zhu, Maissam Barkeshli, Peter Zoller, and Mohammad Hafezi. Many-body chern number from statistical correlations of randomized measurements. Phys. Rev. Lett., 126: 050501, Feb 2021. 10.1103/PhysRevLett.126.050501. URL https://link.aps.org/doi/10.1103/PhysRevLett.126.050501.
https:///doi.org/10.1103/PhysRevLett.126.050501

ہے [14] J. Ignacio Cirac, David Pé rez-García, Norbert Schuch, and Frank Verstraete. Matrix product states and projected entangled pair states: Concepts, symmetries, theorems. Reviews of Modern Physics, 93 (4), dec 2021. 10.1103/revmodphys.93.045003. URL https://doi.org/10.1103.
https:///doi.org/10.1103/revmodphys.93.045003

ہے [15] G. M. D'Ariano and P. Perinotti. Optimal Data Processing for Quantum Measurements. Phys. Rev. B, 98 (2): 020403, January 2007. 10.1103/PhysRevLett.98.020403.
https:///doi.org/10.1103/PhysRevLett.98.020403

ہے [16] Andreas Elben, Steven T. Flammia, Hsin-Yuan Huang, Richard Kueng, John Preskill, Benoı̂t Vermersch, and Peter Zoller. The randomized measurement toolbox. arXiv e-prints, art. arXiv:2203.11374, March 2022. 10.1038/s42254-022-00535-2.
https://doi.org/10.1038/s42254-022-00535-2
آر ایکس سی: 2203.11374

ہے [17] Ruihua Fan, Sagar Vijay, Ashvin Vishwanath, and Yi-Zhuang You. Self-organized error correction in random unitary circuits with measurement. Phys. Rev. B, 103 (17): 174309, May 2021. 10.1103/PhysRevB.103.174309.
https:///doi.org/10.1103/PhysRevB.103.174309

ہے [18] Steven T. Flammia, David Gross, Yi-Kai Liu, and Jens Eisert. Quantum tomography via compressed sensing: error bounds, sample complexity and efficient estimators. New Journal of Physics, 14 (9): 095022, September 2012. 10.1088/1367-2630/14/9/095022.
https://doi.org/10.1088/1367-2630/14/9/095022

ہے [19] Chenhua Geng, Hong-Ye Hu, and Yijian Zou. Differentiable programming of isometric tensor networks. Machine Learning: Science and Technology, 3 (1): 015020, jan 2022. 10.1088/2632-2153/ac48a2. URL https://doi.org/10.1088/2632-2153/ac48a2.
https://doi.org/10.1088/2632-2153/ac48a2

ہے [20] Hrant Gharibyan, Masanori Hanada, Stephen H. Shenker, and Masaki Tezuka. Onset of random matrix behavior in scrambling systems. Journal of High Energy Physics, 2018 (7): 124, July 2018. 10.1007/JHEP07(2018)124.
https://doi.org/10.1007/JHEP07(2018)124

ہے [21] Daniel Gottesman. The heisenberg representation of quantum computers. 1998. 10.48550/ARXIV.QUANT-PH/9807006. URL https://arxiv.org/abs/quant-ph/9807006.
https:///doi.org/10.48550/ARXIV.QUANT-PH/9807006
arXiv:quant-ph/9807006

ہے [22] Tarun Grover and Matthew P. A. Fisher. Entanglement and the sign structure of quantum states. Physical Review A, 92 (4), oct 2015. 10.1103/physreva.92.042308. URL https://doi.org/10.1103.
https:///doi.org/10.1103/physreva.92.042308

ہے [23] Madalin Guta, Jonas Kahn, Richard Kueng, and Joel A. Tropp. Fast state tomography with optimal error bounds. arXiv e-prints, art. arXiv:1809.11162, September 2018.
آر ایکس سی: 1809.11162

ہے [24] Jeongwan Haah, Aram W. Harrow, Zhengfeng Ji, Xiaodi Wu, and Nengkun Yu. Sample-optimal tomography of quantum states. arXiv e-prints, art. arXiv:1508.01797, August 2015. 10.1109/TIT.2017.2719044.
https:///doi.org/10.1109/TIT.2017.2719044
آر ایکس سی: 1508.01797

ہے [25] Charles Hadfield, Sergey Bravyi, Rudy Raymond, and Antonio Mezzacapo. Measurements of Quantum Hamiltonians with Locally-Biased Classical Shadows. arXiv e-prints, art. arXiv:2006.15788, June 2020.
آر ایکس سی: 2006.15788

ہے [26] Guang Hao Low. Classical shadows of fermions with particle number symmetry. arXiv e-prints, art. arXiv:2208.08964, August 2022.
آر ایکس سی: 2208.08964

ہے [27] Markus Hauru, Maarten Van Damme, and Jutho Haegeman. Riemannian optimization of isometric tensor networks. SciPost Phys., 10: 40, 2021. 10.21468/SciPostPhys.10.2.040. URL https://scipost.org/10.21468/SciPostPhys.10.2.040.
https:///doi.org/10.21468/SciPostPhys.10.2.040

ہے [28] Hong-Ye Hu and Yi-Zhuang You. Hamiltonian-driven shadow tomography of quantum states. Physical Review Research, 4 (1): 013054, January 2022. 10.1103/PhysRevResearch.4.013054.
https:///doi.org/10.1103/PhysRevResearch.4.013054

ہے [29] Hong-Ye Hu, Soonwon Choi, and Yi-Zhuang You. Classical Shadow Tomography with Locally Scrambled Quantum Dynamics. arXiv e-prints, art. arXiv:2107.04817, July 2021.
آر ایکس سی: 2107.04817

ہے [30] Hong-Ye Hu, Ryan LaRose, Yi-Zhuang You, Eleanor Rieffel, and Zhihui Wang. Logical shadow tomography: Efficient estimation of error-mitigated observables. arXiv e-prints, art. arXiv:2203.07263, March 2022.
آر ایکس سی: 2203.07263

ہے [31] Hongye Hu. Efficient representation and learning of quantum many-body states. PhD thesis, UC San Diego, 2022.

ہے [32] Hsin-Yuan Huang, Richard Kueng, and John Preskill. Predicting many properties of a quantum system from very few measurements. Nature Physics, 16 (10): 1050–1057, June 2020. 10.1038/s41567-020-0932-7.
https://doi.org/10.1038/s41567-020-0932-7

ہے [33] Matteo Ippoliti, Yaodong Li, Tibor Rakovszky, and Vedika Khemani. Operator relaxation and the optimal depth of classical shadows, 2023.

ہے [34] Daniel F. V. James, Paul G. Kwiat, William J. Munro, and Andrew G. White. Measurement of qubits. Physical Review A, 64 (5): 052312, November 2001. 10.1103/PhysRevA.64.052312.
https:///doi.org/10.1103/PhysRevA.64.052312

ہے [35] Dax Enshan Koh and Sabee Grewal. Classical Shadows With Noise. Quantum, 6: 776, August 2022. ISSN 2521-327X. 10.22331/q-2022-08-16-776. URL https://doi.org/10.22331/q-2022-08-16-776.
https://doi.org/10.22331/q-2022-08-16-776

ہے [36] Wei-Ting Kuo, A. A. Akhtar, Daniel P. Arovas, and Yi-Zhuang You. Markovian entanglement dynamics under locally scrambled quantum evolution. Phys. Rev. B, 101 (22): 224202, June 2020. 10.1103/PhysRevB.101.224202.
https:///doi.org/10.1103/PhysRevB.101.224202

ہے [37] Nima Lashkari, Douglas Stanford, Matthew Hastings, Tobias Osborne, and Patrick Hayden. Towards the fast scrambling conjecture. Journal of High Energy Physics, 2013: 22, April 2013. 10.1007/JHEP04(2013)022.
https://doi.org/10.1007/JHEP04(2013)022

ہے [38] Ryan Levy, Di Luo, and Bryan K. Clark. Classical Shadows for Quantum Process Tomography on Near-term Quantum Computers. arXiv e-prints, art. arXiv:2110.02965, October 2021.
آر ایکس سی: 2110.02965

ہے [39] Adam Nahum, Jonathan Ruhman, Sagar Vijay, and Jeongwan Haah. Quantum Entanglement Growth under Random Unitary Dynamics. Physical Review X, 7 (3): 031016, July 2017. 10.1103/PhysRevX.7.031016.
https:///doi.org/10.1103/PhysRevX.7.031016

ہے [40] Adam Nahum, Sagar Vijay, and Jeongwan Haah. Operator Spreading in Random Unitary Circuits. Physical Review X, 8 (2): 021014, April 2018. 10.1103/PhysRevX.8.021014.
https:///doi.org/10.1103/PhysRevX.8.021014

ہے [41] Simone Notarnicola, Andreas Elben, Thierry Lahaye, Antoine Browaeys, Simone Montangero, and Benoit Vermersch. A randomized measurement toolbox for rydberg quantum technologies, 2021. URL https://arxiv.org/abs/2112.11046.
آر ایکس سی: 2112.11046

ہے [42] Ryan O'Donnell and John Wright. Efficient quantum tomography. arXiv e-prints, art. arXiv:1508.01907, August 2015.
آر ایکس سی: 1508.01907

ہے [43] M. Ohliger, V. Nesme, and J. Eisert. Efficient and feasible state tomography of quantum many-body systems. New Journal of Physics, 15 (1): 015024, January 2013. 10.1088/1367-2630/15/1/015024.
https://doi.org/10.1088/1367-2630/15/1/015024

ہے [44] Román Orús. A practical introduction to tensor networks: Matrix product states and projected entangled pair states. Annals of Physics, 349: 117–158, oct 2014. 10.1016/j.aop.2014.06.013. URL https://doi.org/10.1016.
https:///doi.org/10.1016/j.aop.2014.06.013

ہے [45] Marco Paini and Amir Kalev. An approximate description of quantum states. arXiv e-prints, art. arXiv:1910.10543, October 2019.
آر ایکس سی: 1910.10543

ہے [46] Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Köpf, Edward Yang, Zach DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala. PyTorch: An Imperative Style, High-Performance Deep Learning Library. Curran Associates Inc., Red Hook, NY, USA, 2019.

ہے [47] Ruth Pordes, Don Petravick, Bill Kramer, Doug Olson, Miron Livny, Alain Roy, Paul Avery, Kent Blackburn, Torre Wenaus, Frank Würthwein, Ian Foster, Rob Gardner, Mike Wilde, Alan Blatecky, John McGee, and Rob Quick. The open science grid. In J. Phys. Conf. Ser., volume 78 of 78, page 012057, 2007. 10.1088/1742-6596/78/1/012057.
https://doi.org/10.1088/1742-6596/78/1/012057

ہے [48] Stefan H. Sack, Raimel A. Medina, Alexios A. Michailidis, Richard Kueng, and Maksym Serbyn. Avoiding barren plateaus using classical shadows. PRX Quantum, 3: 020365, Jun 2022. 10.1103/PRXQuantum.3.020365. URL https://link.aps.org/doi/10.1103/PRXQuantum.3.020365.
https:///doi.org/10.1103/PRXQuantum.3.020365

ہے [49] Alireza Seif, Ze-Pei Cian, Sisi Zhou, Senrui Chen, and Liang Jiang. Shadow Distillation: Quantum Error Mitigation with Classical Shadows for Near-Term Quantum Processors. arXiv e-prints, art. arXiv:2203.07309, March 2022.
آر ایکس سی: 2203.07309

ہے [50] Igor Sfiligoi, Daniel C Bradley, Burt Holzman, Parag Mhashilkar, Sanjay Padhi, and Frank Wurthwein. The pilot way to grid resources using glideinwms. In 2009 WRI World Congress on Computer Science and Information Engineering, volume 2 of 2, pages 428–432, 2009. 10.1109/CSIE.2009.950.
https://doi.org/10.1109/CSIE.2009.950

ہے [51] Shenglong Xu and Brian Swingle. Locality, Quantum Fluctuations, and Scrambling. Physical Review X, 9 (3): 031048, July 2019. 10.1103/PhysRevX.9.031048.
https:///doi.org/10.1103/PhysRevX.9.031048

ہے [52] Yi-Zhuang You and Yingfei Gu. Entanglement features of random Hamiltonian dynamics. Phys. Rev. B, 98 (1): 014309, July 2018. 10.1103/PhysRevB.98.014309.
https:///doi.org/10.1103/PhysRevB.98.014309

ہے [53] Yi-Zhuang You, Zhao Yang, and Xiao-Liang Qi. Machine learning spatial geometry from entanglement features. Phys. Rev. B, 97 (4): 045153, February 2018. 10.1103/PhysRevB.97.045153.
https:///doi.org/10.1103/PhysRevB.97.045153

ہے [54] Andrew Zhao, Nicholas C. Rubin, and Akimasa Miyake. Fermionic partial tomography via classical shadows. Phys. Rev. Lett., 127: 110504, Sep 2021. 10.1103/PhysRevLett.127.110504. URL https://link.aps.org/doi/10.1103/PhysRevLett.127.110504.
https:///doi.org/10.1103/PhysRevLett.127.110504

ہے [55] Tianci Zhou and Xiao Chen. Operator dynamics in a Brownian quantum circuit. Phys. Rev. B, 99 (5): 052212, May 2019. 10.1103/PhysRevE.99.052212.
https:///doi.org/10.1103/PhysRevE.99.052212

ہے [56] Tianci Zhou and Adam Nahum. Emergent statistical mechanics of entanglement in random unitary circuits. Phys. Rev. B, 99 (17): 174205, May 2019. 10.1103/PhysRevB.99.174205.
https:///doi.org/10.1103/PhysRevB.99.174205

کی طرف سے حوالہ دیا گیا

[1] Hong-Ye Hu, Soonwon Choi, and Yi-Zhuang You, "Classical Shadow Tomography with Locally Scrambled Quantum Dynamics", آر ایکس سی: 2107.04817, (2021).

[2] Christian Bertoni, Jonas Haferkamp, Marcel Hinsche, Marios Ioannou, Jens Eisert, and Hakop Pashayan, "Shallow shadows: Expectation estimation using low-depth random Clifford circuits", آر ایکس سی: 2209.12924, (2022).

[3] Gregory Boyd and Bálint Koczor, "Training Variational Quantum Circuits with CoVaR: Covariance Root Finding with Classical Shadows", جسمانی جائزہ X 12 4, 041022 (2022).

[4] Mirko Arienzo, Markus Heinrich, Ingo Roth, and Martin Kliesch, "Closed-form analytic expressions for shadow estimation with brickwork circuits", آر ایکس سی: 2211.09835, (2022).

[5] Minh C. Tran, Daniel K. Mark, Wen Wei Ho, and Soonwon Choi, "Measuring Arbitrary Physical Properties in Analog Quantum Simulation", جسمانی جائزہ X 13 1, 011049 (2023).

[6] Matteo Ippoliti, "Classical shadows based on locally-entangled measurements", آر ایکس سی: 2305.10723, (2023).

[7] Katherine Van Kirk, Jordan Cotler, Hsin-Yuan Huang, and Mikhail D. Lukin, "Hardware-efficient learning of quantum many-body states", آر ایکس سی: 2212.06084, (2022).

[8] Arnaud Carignan-Dugas, Dar Dahlen, Ian Hincks, Egor Ospadov, Stefanie J. Beale, Samuele Ferracin, Joshua Skanes-Norman, Joseph Emerson, and Joel J. Wallman, "The Error Reconstruction and Compiled Calibration of Quantum Computing Cycles", آر ایکس سی: 2303.17714, (2023).

[9] Matthias C. Caro, "Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix", آر ایکس سی: 2212.04471, (2022).

[10] Hong-Ye Hu, Soonwon Choi, and Yi-Zhuang You, "Classical shadow tomography with locally scrambled quantum dynamics", جسمانی جائزہ تحقیق 5 2، 023027 (2023).

[11] Yusen Wu, Bujiao Wu, Yanqi Song, Xiao Yuan, and Jingbo B. Wang, "Complexity analysis of weakly noisy quantum states via quantum machine learning", آر ایکس سی: 2303.17813, (2023).

[12] Matteo Ippoliti, Yaodong Li, Tibor Rakovszky, and Vedika Khemani, "Operator relaxation and the optimal depth of classical shadows", آر ایکس سی: 2212.11963, (2022).

[13] Markus Heinrich, Martin Kliesch, and Ingo Roth, "General guarantees for randomized benchmarking with random quantum circuits", آر ایکس سی: 2212.06181, (2022).

[14] Hans Hon Sang Chan, Richard Meister, Matthew L. Goh, and Bálint Koczor, "Algorithmic Shadow Spectroscopy", آر ایکس سی: 2212.11036, (2022).

[15] Haoxiang Wang, Maurice Weber, Josh Izaac, and Cedric Yen-Yu Lin, "Predicting Properties of Quantum Systems with Conditional Generative Models", آر ایکس سی: 2211.16943, (2022).

[16] Zi-Jian Zhang, Kouhei Nakaji, Matthew Choi, and Alán Aspuru-Guzik, "A composite measurement scheme for efficient quantum observable estimation", آر ایکس سی: 2305.02439, (2023).

[17] Zheng An, Jiahui Wu, Muchun Yang, D. L. Zhou, and Bei Zeng, "Unified Quantum State Tomography and Hamiltonian Learning Using Transformer Models: A Language-Translation-Like Approach for Quantum Systems", آر ایکس سی: 2304.12010, (2023).

مذکورہ بالا اقتباسات سے ہیں۔ SAO/NASA ADS (آخری بار کامیابی کے ساتھ 2023-06-04 11:01:39)۔ فہرست نامکمل ہو سکتی ہے کیونکہ تمام ناشرین مناسب اور مکمل حوالہ ڈیٹا فراہم نہیں کرتے ہیں۔

On Crossref کی طرف سے پیش خدمت کاموں کے حوالے سے کوئی ڈیٹا نہیں ملا (آخری کوشش 2023-06-04 11:01:37)۔

یہ مقالہ کوانٹم میں کے تحت شائع کیا گیا ہے۔ Creative Commons انتساب 4.0 انٹرنیشنل (CC BY 4.0) لائسنس کاپی رائٹ اصل کاپی رائٹ ہولڈرز جیسے مصنفین یا ان کے اداروں کے پاس رہتا ہے۔

SEO سے چلنے والا مواد اور PR کی تقسیم۔ آج ہی بڑھا دیں۔
پلیٹوآئ اسٹریم۔ ویب 3 ڈیٹا انٹیلی جنس۔ علم میں اضافہ۔ یہاں تک رسائی حاصل کریں۔
ایڈریین ایشلے کے ساتھ مستقبل کا نقشہ بنانا۔ یہاں تک رسائی حاصل کریں۔
PREIPO® کے ساتھ PRE-IPO کمپنیوں میں حصص خریدیں اور بیچیں۔ یہاں تک رسائی حاصل کریں۔
ماخذ: https://quantum-journal.org/papers/q-2023-06-01-1026/

ٹائم اسٹیمپ: جون 1، 2023

ٹائم اسٹیمپ: دسمبر 14، 2023

ٹینسر نیٹ ورکس کے ساتھ توسیع پذیر اور لچکدار کلاسیکی شیڈو ٹوموگرافی۔

افلاطون کے ذریعہ دوبارہ شائع کیا گیا۔

خلاصہ

مقبول خلاصہ

► BibTeX ڈیٹا

► حوالہ جات

کی طرف سے حوالہ دیا گیا

سے زیادہ کوانٹم جرنل

کرنل میتھڈز کے ساتھ گیپڈ کوانٹم ہیملٹونین کی زمینی حالتوں کو سیکھنا

کوانٹم مشین لرننگ ماڈلز میں اوور فٹنگ کے باوجود عام کرنا

LIMDD: کوانٹم کمپیوٹنگ کے تخروپن کے لیے فیصلہ کن خاکہ بشمول اسٹیبلائزر اسٹیٹس

Betti نمبروں کا تخمینہ لگانے کے لیے ایک (سادہ) کلاسیکی الگورتھم

کوانٹم آٹو اینکوڈرز کے ساتھ کوانٹم ایرر کی اصلاح

انکولی پیمائش کا فلٹر: کوانٹم مارکوف زنجیروں کے زیادہ سے زیادہ تخمینہ کے لیے موثر حکمت عملی

مضبوط کشی کی موجودگی میں 2D quasiparticle condensate کی تشکیل کا اوسط فیلڈ اسٹڈی

صرف کلاسیکی پیرامیٹرائزڈ ریاستوں میں کم سے کم چوکوں کے نقصان کے تحت بہترین پیمائش ہوتی ہے۔

ایک بٹ آف کمیونیکیشن کے ساتھ الجھی ہوئی ریاستوں کے تخروپن کے لیے نیورل نیٹ ورک اپروچ

کوانٹم مستوڈن پر ہے!

راؤنڈ-رابن ڈیفرینشل-فیز-شفٹ پروٹوکول میں اعلی جہتی انکوڈنگ

ہمارے متعلق

عمودی تلاش اور Ai

پلیٹ فارم

مربوط رہو

اکاؤنٹ