Towards Quantum Machine Learning with Tensor Networks

30 March 2018

Papers citing "Towards Quantum Machine Learning with Tensor Networks"

50 / 89 papers shown

Title
Explaining Anomalies with Tensor Networks Hans Hohenfeld Marius Beuerle Elie Mounzer 34 0 0 06 May 2025
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks Keisuke Murota Takumi Kobori 27 0 0 21 Apr 2025
Quantum-PEFT: Ultra parameter-efficient fine-tuning Toshiaki Koike-Akino F. Tonin Yongtao Wu Frank Zhengqing Wu Leyla Naz Candogan V. Cevher MQ 54 3 0 07 Mar 2025
Application of Langevin Dynamics to Advance the Quantum Natural Gradient Optimization Algorithm Oleksandr Borysenko Mykhailo Bratchenko Ilya Lukin Mykola Luhanko Ihor Omelchenko Andrii Sotnikov Alessandro Lomi 55 0 0 17 Feb 2025
Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits Jun Qi Chao-Han Huck Yang Samuel Yen-Chi Chen Pin-Yu Chen Hector Zenil Jesper Tegner 31 0 0 13 Nov 2024
Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey Bikram Khanal Pablo Rivas Arun Sanjel Korn Sooksatra Ernesto Quevedo Alejandro Rodriguez 28 2 0 11 Sep 2024
AQ-PINNs: Attention-Enhanced Quantum Physics-Informed Neural Networks for Carbon-Efficient Climate Modeling Siddhant Dutta Nouhaila Innan Sadok Ben Yahia Muhammad Shafique PINN 32 0 0 03 Sep 2024
Quantum Algorithms for Compositional Text Processing Tuomas Laakkonen K. Meichanetzidis Bob Coecke CoGe 48 1 0 12 Aug 2024
Quantum Circuit Synthesis and Compilation Optimization: Overview and Prospects Yan Ge Wu Wenjie Chen Yuheng Pan Kaisen Lu Xudong Zhou Zixiang Wang Yuhan Wang Ruocheng Yan Junchi 35 14 0 30 Jun 2024
Accelerating Decision Diagram-based Multi-node Quantum Simulation with Ring Communication and Automatic SWAP Insertion Yusuke Kimura Shaowen Li Hiroyuki Sato Masahiro Fujita 25 0 0 15 May 2024
Federated Hierarchical Tensor Networks: a Collaborative Learning Quantum AI-Driven Framework for Healthcare A. Bhatia David E. Bernal Neira FedML 45 7 0 13 May 2024
Quantum Patch-Based Autoencoder for Anomaly Segmentation Maria Francisca Madeira Alessandro Poggiali Jeanette Miriam Lorenz 31 0 0 26 Apr 2024
Time series generation for option pricing on quantum computers using tensor network Nozomu Kobayashi Yoshiyuki Suimon Koichi Miyamoto 18 0 0 27 Feb 2024
Evaluation of QCNN-LSTM for Disability Forecasting in Multiple Sclerosis Using Sequential Multisequence MRI John D Mayfield I. E. Naqa 20 0 0 22 Jan 2024
A quatum inspired neural network for geometric modeling Weitao Du Shengchao Liu Xuecang Zhang AI4CE 35 0 0 03 Jan 2024
Quantum Neural Networks under Depolarization Noise: Exploring White-Box Attacks and Defenses David Winderl Nicola Franco J. M. Lorenz AAML 47 7 0 29 Nov 2023
Tensor networks for interpretable and efficient quantum-inspired machine learning Shirli Ran Gang Su 45 7 0 19 Nov 2023
Generative Learning of Continuous Data by Tensor Networks Alex Meiburg Jing Chen Jacob Miller Raphaëlle Tihon Guillaume Rabusseau A. Perdomo-Ortiz 26 5 0 31 Oct 2023
Tensor Ring Optimized Quantum-Enhanced Tensor Neural Networks Debanjan Konar Dheeraj Peddireddy Vaneet Aggarwal B. K. Panigrahi 23 0 0 02 Oct 2023
Subtractive Mixture Models via Squaring: Representation and Learning Lorenzo Loconte Aleksanteri Sladek Stefan Mengel Martin Trapp Arno Solin Nicolas Gillis Antonio Vergari TPM 46 21 0 01 Oct 2023
A hybrid quantum-classical conditional generative adversarial network algorithm for human-centered paradigm in cloud Wenjie Liu Ying Zhang Zhiliang Deng Jiaojiao Zhao Lian Tong 34 14 0 30 Sep 2023
Noisy Tensor Ring approximation for computing gradients of Variational Quantum Eigensolver for Combinatorial Optimization Dheeraj Peddireddy Utkarsh Priyam Vaneet Aggarwal 14 2 0 08 Jul 2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications Yaswitha Gujju A. Matsuo Raymond H. Putra 20 23 0 03 Jul 2023
Machine learning with tree tensor networks, CP rank constraints, and tensor dropout Hao Chen T. Barthel 48 7 0 30 May 2023
Classical-to-Quantum Transfer Learning Facilitates Machine Learning with Variational Quantum Circuit Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh Hector Zenil Jesper Tegner 31 0 0 18 May 2023
The cross-sectional stock return predictions via quantum neural network and tensor network N. Kobayashi Yoshiyuki Suimon Koichi Miyamoto K. Mitarai AIFin 22 2 0 25 Apr 2023
A Generative Modeling Approach Using Quantum Gates Soumya Sarkar GAN 23 0 0 25 Mar 2023
Tensor networks for quantum machine learning Hans-Martin Rieser Frank Köster A. Raulf 22 21 0 21 Mar 2023
Density peak clustering using tensor network Xiaoxi Shi Y. Shang 16 1 0 01 Feb 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Y. Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 55 19 0 22 Jan 2023
Learning Quantum Processes with Memory -- Quantum Recurrent Neural Networks Dmytro Bondarenko Robert Salzmann Viktoria-S. Schmiesing 26 4 0 19 Jan 2023
Quantum-inspired tensor network for Earth science Soronzonbold Otgonbaatar Dieter Kranzlmüller PINN AI4CE 31 4 0 15 Jan 2023
Quantum Phase Recognition using Quantum Tensor Networks Shweta Sahoo Utkarsh Azad Harjinder Singh 26 4 0 12 Dec 2022
Quantum-probabilistic Hamiltonian learning for generative modelling & anomaly detection Jack Y. Araz M. Spannowsky 22 13 0 07 Nov 2022
Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum Noise Jhih-Cing Huang Yu-Lin Tsai Chao-Han Huck Yang Cheng-Fang Su Chia-Mu Yu Pin-Yu Chen Sy-Yen Kuo AAML 26 20 0 02 Nov 2022
quEEGNet: Quantum AI for Biosignal Processing T. Koike-Akino Ye Wang 29 4 0 29 Sep 2022
An example of use of Variational Methods in Quantum Machine Learning Marco Simonetti Damiano Perri O. Gervasi 16 3 0 07 Aug 2022
Quantum-machine-learning channel discrimination A. Kardashin A. Vlasova A. Pervishko D. Yudin Jacob Biamonte 18 6 0 20 Jun 2022
Permutation Search of Tensor Network Structures via Local Sampling Chong Li Junhua Zeng Zerui Tao Qianchuan Zhao 24 19 0 14 Jun 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 30 50 0 08 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 29 81 0 07 Jun 2022
AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications T. Koike-Akino Peng Wang Ye Wang 40 9 0 17 May 2022
Classical versus Quantum: comparing Tensor Network-based Quantum Circuits on LHC data Jack Y. Araz M. Spannowsky 33 14 0 21 Feb 2022
Cyber-Physical Defense in the Quantum Era Michel Barbeau Joaquín García 16 10 0 21 Feb 2022
Towards AutoQML: A Cloud-Based Automated Circuit Architecture Search Framework Raúl Berganza Gómez Corey O’Meara G. Cortiana C. Mendl Juan Bernabé-Moreno 25 12 0 16 Feb 2022
Classical Simulation of Variational Quantum Classifiers using Tensor Rings Dheeraj Peddireddy V. Bansal Vaneet Aggarwal 18 11 0 21 Jan 2022
Neural Tangent Kernel of Matrix Product States: Convergence and Applications Erdong Guo D. Draper 17 2 0 28 Nov 2021
QTN-VQC: An End-to-End Learning framework for Quantum Neural Networks Jun Qi Chao-Han Huck Yang Pin-Yu Chen 29 45 0 06 Oct 2021
Variational Quantum Reinforcement Learning via Evolutionary Optimization Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing H. Goan Y. Kao 38 81 0 01 Sep 2021
Residual Tensor Train: A Quantum-inspired Approach for Learning Multiple Multilinear Correlations Yiwei Chen Y. Pan D. Dong 21 3 0 19 Aug 2021