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Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification

29 December 2022

Papers citing "Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification"

50 / 67 papers shown

Title
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 122 0 0 24 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 112 62 0 20 Feb 2025
On the relation between trainability and dequantization of variational quantum learning models Elies Gil-Fuster Casper Gyurik Adrián Pérez-Salinas Vedran Dunjko 76 12 0 11 Jun 2024
Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels Xuchen You Shouvanik Chakrabarti Boyang Chen Xiaodi Wu 63 10 0 26 Mar 2023
Challenges and Opportunities in Quantum Machine Learning M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 66 433 0 16 Mar 2023
Inducing Neural Collapse in Deep Long-tailed Learning Xuantong Liu Jianfeng Zhang Tianyang Hu He Cao Lujia Pan Yuan Yao 53 31 0 24 Feb 2023
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 61 91 0 18 Oct 2022
Representation Theory for Geometric Quantum Machine Learning Michael Ragone Paolo Braccia Quynh T. Nguyen Louis Schatzki Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo AI4CE 71 75 0 14 Oct 2022
Symmetric Pruning in Quantum Neural Networks Xinbiao Wang Junyu Liu Tongliang Liu Yong Luo Yuxuan Du Dacheng Tao 54 25 0 30 Aug 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit Boaz Barak Benjamin L. Edelman Surbhi Goel Sham Kakade Eran Malach Cyril Zhang 101 132 0 18 Jul 2022
Robustness Implies Generalization via Data-Dependent Generalization Bounds Kenji Kawaguchi Zhun Deng K. Luh Jiaoyang Huang OOD 55 23 0 27 Jun 2022
Classical surrogates for quantum learning models Franz J. Schreiber Jens Eisert Johannes Jakob Meyer AI4CE 69 52 0 23 Jun 2022
Laziness, Barren Plateau, and Noise in Machine Learning Junyu Liu Zexi Lin Liang Jiang 60 21 0 19 Jun 2022
Recent Advances for Quantum Neural Networks in Generative Learning Jinkai Tian Xiaoyun Sun Yuxuan Du Shanshan Zhao Qing Liu ... Xingyao Wu Min-hsiu Hsieh Tongliang Liu Wen-Bin Yang Dacheng Tao AI4CE 78 84 0 07 Jun 2022
A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers Xuchen You Shouvanik Chakrabarti Xiaodi Wu 79 34 0 25 May 2022
Exploiting symmetry in variational quantum machine learning Johannes Jakob Meyer Marian Mularski Elies Gil-Fuster A. A. Mele F. Arzani Alissa Wilms Jens Eisert AAML 49 141 0 12 May 2022
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 51 123 0 04 May 2022
Experimental quantum adversarial learning with programmable superconducting qubits W. Ren Weikang Li Shibo Xu Ke Wang Wenjie Jiang ... Zhen Wang Jacob Biamonte Chao Song D. Deng H. Wang AAML 76 91 0 04 Apr 2022
Analytic theory for the dynamics of wide quantum neural networks Junyu Liu K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 48 53 0 30 Mar 2022
Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network? Yibo Yang Shixiang Chen Hefei Ling Liangru Xie Zhouchen Lin Dacheng Tao 82 81 0 17 Mar 2022
Quantum advantage in learning from experiments Hsin-Yuan Huang Michael Broughton Jordan S. Cotler Sitan Chen Jingkai Li ... Hartmut Neven Ryan Babbush R. Kueng J. Preskill Jarrod R. McClean 53 479 0 01 Dec 2021
Generalization in quantum machine learning from few training data Matthias C. Caro Hsin-Yuan Huang M. Cerezo Kunal Sharma A. Sornborger L. Cincio Patrick J. Coles 95 373 0 09 Nov 2021
Quantum tangent kernel Norihito Shirai K. Kubo K. Mitarai Keisuke Fujii 71 28 0 04 Nov 2021
Subtleties in the trainability of quantum machine learning models Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 60 63 0 27 Oct 2021
Theory of overparametrization in quantum neural networks Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 83 191 0 23 Sep 2021
Recent advances for quantum classifiers Weikang Li D. Deng AAML 70 86 0 30 Aug 2021
Sample Complexity of Learning Parametric Quantum Circuits H. Cai Qi Ye D. Deng 46 21 0 19 Jul 2021
The dilemma of quantum neural networks Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 49 31 0 09 Jun 2021
Encoding-dependent generalization bounds for parametrized quantum circuits Matthias C. Caro Elies Gil-Fuster Johannes Jakob Meyer Jens Eisert R. Sweke UQCV 49 103 0 07 Jun 2021
Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path X. Y. Han Vardan Papyan D. Donoho AAML 83 144 0 03 Jun 2021
Variational Quantum Classifiers Through the Lens of the Hessian Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 45 25 0 21 May 2021
Structural risk minimization for quantum linear classifiers Casper Gyurik Dyon van Vreumingen Vedran Dunjko 39 33 0 12 May 2021
The Modern Mathematics of Deep Learning Julius Berner Philipp Grohs Gitta Kutyniok P. Petersen 43 116 0 09 May 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorges A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 50 144 0 12 Apr 2021
Towards understanding the power of quantum kernels in the NISQ era Xinbiao Wang Yuxuan Du Yong Luo Dacheng Tao 112 75 0 31 Mar 2021
Quantum Self-Supervised Learning Ben Jaderberg L. W. Anderson Weidi Xie Samuel Albanie M. Kiffner D. Jaksch SSL 56 39 0 26 Mar 2021
An end-to-end trainable hybrid classical-quantum classifier Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing Y. Kao 74 75 0 04 Feb 2021
Capacity and quantum geometry of parametrized quantum circuits Tobias Haug Kishor Bharti M. S. Kim 63 101 0 02 Feb 2021
Information-theoretic bounds on quantum advantage in machine learning Hsin-Yuan Huang R. Kueng J. Preskill 111 222 0 07 Jan 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 200 429 0 06 Jan 2021
Variational Quantum Algorithms M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 100 2,521 0 16 Dec 2020
VSQL: Variational Shadow Quantum Learning for Classification Guangxi Li Zhixin Song Xin Wang 26 45 0 15 Dec 2020
Power of data in quantum machine learning Hsin-Yuan Huang Michael Broughton Masoud Mohseni Ryan Babbush Sergio Boixo Hartmut Neven Jarrod R. McClean 88 651 0 03 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 118 752 0 30 Oct 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 53 280 0 29 Oct 2020
Experimental Quantum Generative Adversarial Networks for Image Generation Heliang Huang Yuxuan Du Mingming Gong You-Wei Zhao Yulin Wu ... Chao Lu Yu-Ao Chen Dacheng Tao Xiaobo Zhu Jian-Wei Pan GAN 48 178 0 13 Oct 2020
A rigorous and robust quantum speed-up in supervised machine learning Yunchao Liu Srinivasan Arunachalam K. Temme 85 542 0 05 Oct 2020
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 202 578 0 18 Aug 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 251 664 0 28 Jul 2020
Robust data encodings for quantum classifiers Ryan Larose Brian Coyle 53 242 0 03 Mar 2020