Parameterized quantum circuits as machine learning models

18 June 2019

Papers citing "Parameterized quantum circuits as machine learning models"

50 / 249 papers shown

Title
Machine Learning for Anomaly Detection in Particle Physics Vasilis Belis Patrick Odagiu Thea Klæboe Årrestad 30 40 0 20 Dec 2023
A Survey of Classical And Quantum Sequence Models I-Chi Chen Harshdeep Singh V. L. Anukruti Brian Quanz Kavitha Yogaraj 11 0 0 15 Dec 2023
Privacy-preserving quantum federated learning via gradient hiding Changhao Li Niraj Kumar Zhixin Song Shouvanik Chakrabarti Marco Pistoia FedML 15 19 0 07 Dec 2023
Clustering by Contour coreset and variational quantum eigensolver Canaan Yung Muhammad Usman 19 1 0 06 Dec 2023
Toward Automated Quantum Variational Machine Learning Omer Subasi 23 2 0 04 Dec 2023
Training robust and generalizable quantum models Julian Berberich Daniel Fink Daniel Pranjić C. Tutschku Christian Holm OOD 21 12 0 20 Nov 2023
Variational Quantum Eigensolver with Constraints (VQEC): Solving Constrained Optimization Problems via VQE Thinh Viet Le V. Kekatos 17 3 0 14 Nov 2023
From Conceptual Spaces to Quantum Concepts: Formalising and Learning Structured Conceptual Models Sean Tull R. A. Shaikh Sara Sabrina Zemljič Stephen Clark 21 2 0 06 Nov 2023
Density Matrix Emulation of Quantum Recurrent Neural Networks for Multivariate Time Series Prediction José Daniel Viqueira Daniel Faílde M. M. Juane Andrés Gómez David Mera 26 5 0 31 Oct 2023
A general learning scheme for classical and quantum Ising machines Ludwig Schmid Enrico Zardini D. Pastorello AI4CE 24 1 0 27 Oct 2023
A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead Kamila Zaman Alberto Marchisio Muhammad Abdullah Hanif Muhammad Shafique 24 25 0 16 Oct 2023
QonFusion -- Quantum Approaches to Gaussian Random Variables: Applications in Stable Diffusion and Brownian Motion Shlomo Kashani 33 0 0 28 Sep 2023
QUILT: Effective Multi-Class Classification on Quantum Computers Using an Ensemble of Diverse Quantum Classifiers Daniel Silver Tirthak Patel Devesh Tiwari 4 24 0 26 Sep 2023
On the expressivity of embedding quantum kernels Elies Gil-Fuster Jens Eisert Vedran Dunjko 24 16 0 25 Sep 2023
Provable advantages of kernel-based quantum learners and quantum preprocessing based on Grover's algorithm Till Muser Elias Zapusek Vasilis Belis Florentin Reiter 28 5 0 25 Sep 2023
Expressive variational quantum circuits provide inherent privacy in federated learning Niraj Kumar Jamie Heredge Changhao Li Shaltiel Eloul Shree Hari Sureshbabu Marco Pistoia FedML 54 8 0 22 Sep 2023
Potential and limitations of random Fourier features for dequantizing quantum machine learning R. Sweke Erik Recio Sofiene Jerbi Elies Gil-Fuster Bryce Fuller Jens Eisert Johannes Jakob Meyer 22 12 0 20 Sep 2023
Coreset selection can accelerate quantum machine learning models with provable generalization Yiming Huang Huiyuan Wang Yuxuan Du Xiao Yuan 43 1 0 19 Sep 2023
Let Quantum Neural Networks Choose Their Own Frequencies Ben Jaderberg Antonio A. Gentile Youssef Achari Berrada Elvira Shishenina V. Elfving 17 16 0 06 Sep 2023
A Post-Training Approach for Mitigating Overfitting in Quantum Convolutional Neural Networks Aakash Ravindra Shinde Charu Jain A. Kalev 25 0 0 04 Sep 2023
What can we learn from quantum convolutional neural networks? Chukwudubem Umeano Annie E. Paine V. Elfving Oleksandr Kyriienko 23 12 0 31 Aug 2023
Development of a Novel Quantum Pre-processing Filter to Improve Image Classification Accuracy of Neural Network Models Farina Riaz Shahab A. Abdulla Hajime Suzuki Srinjoy Ganguly R. Deo Susan Hopkins 22 1 0 22 Aug 2023
Computing the gradients with respect to all parameters of a quantum neural network using a single circuit Guanglei He 34 1 0 16 Jul 2023
Understanding quantum machine learning also requires rethinking generalization Elies Gil-Fuster Jens Eisert Carlos Bravo-Prieto 30 45 0 23 Jun 2023
Splitting and Parallelizing of Quantum Convolutional Neural Networks for Learning Translationally Symmetric Data Koki Chinzei Q. Tran Kazunori Maruyama H. Oshima S. Sato 28 10 0 12 Jun 2023
Weight Re-Mapping for Variational Quantum Algorithms Michael Kölle Alessandro Giovagnoli Jonas Stein M. Mansky Julian Hager Tobias Rohe Robert Muller Claudia Linnhoff-Popien 14 4 0 09 Jun 2023
Reduction of finite sampling noise in quantum neural networks D. Kreplin Marco Roth 26 16 0 02 Jun 2023
Shadows of quantum machine learning Sofiene Jerbi Casper Gyurik Simon Marshall Riccardo Molteni Vedran Dunjko 16 41 0 31 May 2023
Improved Financial Forecasting via Quantum Machine Learning Sohum Thakkar Skander Kazdaghli Natansh Mathur Iordanis Kerenidis A. J. Ferreira-Martins Samurai Brito QC Ware Corp AIFin 17 20 0 31 May 2023
On quantum backpropagation, information reuse, and cheating measurement collapse Amira Abbas Robbie King Hsin-Yuan Huang W. Huggins R. Movassagh D. Gilboa Jarrod R. McClean 37 39 0 22 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 24 0 0 18 May 2023
Biomarker Discovery with Quantum Neural Networks: A Case-study in CTLA4-Activation Pathways Nam D. Nguyen 16 13 0 15 May 2023
Quantum Natural Policy Gradients: Towards Sample-Efficient Reinforcement Learning Nico Meyer Daniel D. Scherer Axel Plinge Christopher Mutschler M. Hartmann 31 10 0 26 Apr 2023
Quantum Imitation Learning Zhihao Cheng Kaining Zhang Li Shen Dacheng Tao 16 1 0 04 Apr 2023
A Framework for Demonstrating Practical Quantum Advantage: Racing Quantum against Classical Generative Models Mohamed Hibat-Allah M. Mauri Juan Carrasquilla A. Perdomo-Ortiz 22 10 0 27 Mar 2023
MAQA: A Quantum Framework for Supervised Learning A. Macaluso Matthias Klusch Stefano Lodi Claudio Sartori 14 6 0 20 Mar 2023
Hybrid quantum-classical convolutional neural network for phytoplankton classification S. Shi Zhimin Wang R. Shang Yanan Li Jiaxin Li Guoqiang Zhong Yongjian Gu 19 6 0 07 Mar 2023
Parallel Hybrid Networks: an interplay between quantum and classical neural networks Mohammad Kordzanganeh Daria Kosichkina A. Melnikov GNN 37 22 0 06 Mar 2023
Quantum algorithms applied to satellite mission planning for Earth observation S. Rainjonneau Igor Tokarev S. Iudin Saaketh Rayaprolu Karan Pinto ... Miras Koblan Egor Barashov Mohammad Kordzanganeh M. Pflitsch A. Melnikov 22 37 0 14 Feb 2023
Effects of noise on the overparametrization of quantum neural networks Diego García-Martín Martín Larocca M. Cerezo 25 17 0 10 Feb 2023
Formalising and Learning a Quantum Model of Concepts Sean Tull R. A. Shaikh Sara Sabrina Zemljič Stephen Clark 14 2 0 07 Feb 2023
Quantum Recurrent Neural Networks for Sequential Learning Yanan Li Zhimin Wang Rongbing Han S. Shi Jiaxin Li R. Shang Haiyong Zheng Guoqiang Zhong Yongjian Gu 21 27 0 07 Feb 2023
A supplemental investigation of non-linearity in quantum generative models with respect to simulatability and optimization Kaitlin Gili Rohan S. Kumar Mykolas Sveistrys C. Ballance 32 3 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 43 19 0 22 Jan 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 36 22 0 29 Dec 2022
Improving Convergence for Quantum Variational Classifiers using Weight Re-Mapping Michael Kölle Alessandro Giovagnoli Jonas Stein M. Mansky Julian Hager Claudia Linnhoff-Popien 14 11 0 22 Dec 2022
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image Generation S. Tsang Maxwell T. West S. Erfani Muhammad Usman GAN 13 32 0 22 Dec 2022
Quantum policy gradient algorithms Sofiene Jerbi A. Cornelissen M. Ozols Vedran Dunjko 29 11 0 19 Dec 2022
Quantum Policy Gradient Algorithm with Optimized Action Decoding Nico Meyer Daniel D. Scherer Axel Plinge Christopher Mutschler M. Hartmann 29 19 0 13 Dec 2022
Benchmarking simulated and physical quantum processing units using quantum and hybrid algorithms Mohammad Kordzanganeh M. Buchberger Basil Kyriacou Maxim Povolotskii W. Fischer Andrii Kurkin Wilfrid Somogyi Asel Sagingalieva M. Pflitsch A. Melnikov 35 38 0 28 Nov 2022