Towards Quantum Machine Learning with Tensor Networks

30 March 2018

Papers citing "Towards Quantum Machine Learning with Tensor Networks"

39 / 89 papers shown

Title
Non-parametric Semi-Supervised Learning in Many-body Hilbert Space with Rescaled Logarithmic Fidelity Wei-Ming Li Shi-Ju Ran 13 2 0 01 Jul 2021
Quantum Embedding Search for Quantum Machine Learning N. Nguyen Kwang-Cheng Chen 12 26 0 25 May 2021
Tensor networks and efficient descriptions of classical data Sirui Lu Márton Kanász-Nagy I. Kukuljan J. I. Cirac 24 24 0 11 Mar 2021
The Hintons in your Neural Network: a Quantum Field Theory View of Deep Learning Roberto Bondesan Max Welling 42 7 0 08 Mar 2021
Entangled q-Convolutional Neural Nets V. Anagiannis Miranda C. N. Cheng 16 5 0 06 Mar 2021
Quantum Inspired Adaptive Boosting Balint Daroczy K. Friedl László Kabódi Attila Pereszlényi Dániel Szabó 17 0 0 01 Feb 2021
Practical application improvement to Quantum SVM: theory to practice Jae-eun Park Brian Quanz Stephen P Wood H. Higgins R. Harishankar 8 43 0 14 Dec 2020
Hybrid quantum-classical classifier based on tensor network and variational quantum circuit Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing Y. Kao 30 49 0 30 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 13 124 0 20 Nov 2020
Quantum Deformed Neural Networks Roberto Bondesan Max Welling AI4CE 15 4 0 21 Oct 2020
Quantum Tensor Networks, Stochastic Processes, and Weighted Automata Siddarth Srinivasan Sandesh Adhikary Jacob Miller Guillaume Rabusseau Byron Boots 19 15 0 20 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 16 175 0 13 Oct 2020
Deep convolutional tensor network Philip Blagoveschensky Anh-Huy Phan 10 4 0 29 May 2020
Quantum-Classical Machine learning by Hybrid Tensor Networks Ding Liu Zekun Yao Quan Zhang 26 9 0 15 May 2020
Quantum circuit-like learning: A fast and scalable classical machine-learning algorithm with similar performance to quantum circuit learning Naoko Koide-Majima Kei Majima 19 2 0 24 Mar 2020
Quantum noise protects quantum classifiers against adversaries Yuxuan Du Min-hsiu Hsieh Tongliang Liu Dacheng Tao Nana Liu AAML 22 110 0 20 Mar 2020
Tangent-Space Gradient Optimization of Tensor Network for Machine Learning Zheng-Zhi Sun Shi-Ju Ran G. Su 12 14 0 10 Jan 2020
Tensor-based algorithms for image classification Stefan Klus Patrick Gelß 16 31 0 04 Oct 2019
Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm Guillaume Verdon Jacob A. Marks Sasha Nanda Stefan Leichenauer Jack Hidary DRL 16 98 0 04 Oct 2019
Information Scrambling in Quantum Neural Networks Huitao Shen Pengfei Zhang Yi-Zhuang You H. Zhai GNN 14 46 0 26 Sep 2019
Quantum Natural Gradient J. Stokes J. Izaac N. Killoran Giuseppe Carleo 20 400 0 04 Sep 2019
Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learning I. Glasser R. Sweke Nicola Pancotti Jens Eisert J. I. Cirac 25 123 0 08 Jul 2019
Machine Learning Phase Transitions with a Quantum Processor Alexey Uvarov A. Kardashin Jacob Biamonte 11 63 0 24 Jun 2019
Parameterized quantum circuits as machine learning models Marcello Benedetti Erika Lloyd Stefan H. Sack Mattia Fiorentini 27 869 0 18 Jun 2019
TensorNetwork for Machine Learning Stavros Efthymiou Jack Hidary Stefan Leichenauer 14 68 0 07 Jun 2019
On the descriptive power of Neural-Networks as constrained Tensor Networks with exponentially large bond dimension M. Collura L. Dell’Anna Timo Felser S. Montangero 11 18 0 27 May 2019
Number-State Preserving Tensor Networks as Classifiers for Supervised Learning G. Evenbly 22 11 0 15 May 2019
Matrix Product State Based Quantum Classifier A. Bhatia M. Saggi Ajay Kumar Sushma Jain 8 44 0 04 May 2019
TensorNetwork: A Library for Physics and Machine Learning Chase Roberts A. Milsted M. Ganahl Adam Zalcman Bruce Fontaine Yijian Zou Jack Hidary G. Vidal Stefan Leichenauer AI4CE PINN 13 108 0 03 May 2019
Generative Tensor Network Classification Model for Supervised Machine Learning Zheng-Zhi Sun C. Peng Ding Liu Shi-Ju Ran G. Su 12 48 0 26 Mar 2019
Probabilistic Modeling with Matrix Product States J. Stokes John Terilla 14 32 0 19 Feb 2019
PennyLane: Automatic differentiation of hybrid quantum-classical computations V. Bergholm J. Izaac Maria Schuld C. Gogolin Shahnawaz Ahmed ... R. Wiersema Moritz Willmann Vincent Wong Shao-Fan Zhang N. Killoran 21 0 0 12 Nov 2018
The Expressive Power of Parameterized Quantum Circuits Yuxuan Du Min-hsiu Hsieh Tongliang Liu Dacheng Tao 21 92 0 29 Oct 2018
Learning and Inference on Generative Adversarial Quantum Circuits J. Zeng Y. Wu Jin-Guo Liu Lei Wang Jiangping Hu GAN 35 75 0 10 Aug 2018
From probabilistic graphical models to generalized tensor networks for supervised learning I. Glasser Nicola Pancotti J. I. Cirac AI4CE 69 75 0 15 Jun 2018
Entanglement-guided architectures of machine learning by quantum tensor network Yuhan Liu Xiao Zhang M. Lewenstein Shi-Ju Ran 26 32 0 24 Mar 2018
A high-bias, low-variance introduction to Machine Learning for physicists Pankaj Mehta Marin Bukov Ching-Hao Wang A. G. Day C. Richardson Charles K. Fisher D. Schwab AI4CE 24 866 0 23 Mar 2018
Machine Learning by Unitary Tensor Network of Hierarchical Tree Structure Ding Liu Shi-Ju Ran P. Wittek C. Peng R. García G. Su M. Lewenstein 14 131 0 13 Oct 2017
Unsupervised Generative Modeling Using Matrix Product States Zhaoyu Han Jun Wang H. Fan Lei Wang Pan Zhang 17 268 0 06 Sep 2017