Quantum Machine Learning

28 November 2016

Jacob Biamonte

Papers citing "Quantum Machine Learning"

50 / 133 papers shown

Title
Evaluating the Potential of Quantum Machine Learning in Cybersecurity: A Case-Study on PCA-based Intrusion Detection Systems Armando Bellante Tommaso Fioravanti Michele Carminati S. Zanero Alessandro Luongo 54 0 0 16 Feb 2025
Application of quantum machine learning using quantum kernel algorithms on multiclass neuron M type classification Xavier Vasques Hanhee Paik Laura Cif 52 18 0 10 Feb 2025
Mixed-State Quantum Denoising Diffusion Probabilistic Model Gino Kwun Bingzhi Zhang Quntao Zhuang DiffM 96 1 0 26 Nov 2024
Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources Siddhant Dutta Iago Leal de Freitas Pedro Maciel Xavier Claudio Miceli de Farias David E. Bernal Neira AI4CE FedML 80 0 0 23 Nov 2024
Q-SCALE: Quantum computing-based Sensor Calibration for Advanced Learning and Efficiency Lorenzo Bergadano Andrea Ceschini Pietro Chiavassa E. Giusto B. Montrucchio Massimo Panella A. Rosato 23 0 0 03 Oct 2024
Quantum Kernel Methods under Scrutiny: A Benchmarking Study Jan Schnabel M. Roth 67 3 0 06 Sep 2024
Counter Denial of Service for Next-Generation Networks within the Artificial Intelligence and Post-Quantum Era Saleh Darzi Attila A. Yavuz AAML 37 2 0 08 Aug 2024
Diffusion-Inspired Quantum Noise Mitigation in Parameterized Quantum Circuits Hoang-Quan Nguyen Xuan-Bac Nguyen Samuel Yen-Chi Chen Hugh Churchill Nicholas Borys Samee U. Khan Khoa Luu DiffM 37 5 0 02 Jun 2024
Quantum Vision Transformers for Quark-Gluon Classification Marçal Comajoan Cara Gopal Ramesh Dahale Zhongtian Dong Roy T. Forestano S. Gleyzer ... Kyoungchul Kong Tom Magorsch Konstantin T. Matchev Katia Matcheva Eyup B. Unlu 48 9 0 16 May 2024
Quantum Cloud Computing: Trends and Challenges Muhammed Golec Emir Sahin Hatay Mustafa Golec Murat Uyar Merve Golec S. Gill 32 16 0 30 Apr 2024
Quantum Patch-Based Autoencoder for Anomaly Segmentation Maria Francisca Madeira Alessandro Poggiali Jeanette Miriam Lorenz 31 0 0 26 Apr 2024
A Strategy for Preparing Quantum Squeezed States Using Reinforcement Learning Xiaolong Zhao Yiming Zhao Ming Li Tingting Li Qian Liu Shuai Guo Xuexi Yi 18 1 0 29 Jan 2024
The role of data embedding in equivariant quantum convolutional neural networks Sreetama Das Stefano Martina Filippo Caruso 27 5 0 20 Dec 2023
A Novel Image Classification Framework Based on Variational Quantum Algorithms Yixiong Chen 32 3 0 13 Dec 2023
Quantum forgery attacks on COPA,AES-COPA and marble authenticated encryption algorithms Yinsong Xu Wenjie Liu Wenbin Yu 13 17 0 23 Sep 2023
A hybrid quantum-classical fusion neural network to improve protein-ligand binding affinity predictions for drug discovery L. Domingo M. Chehimi S. Banerjee S. H. Yuxun S. Konakanchi L. Ogunfowora S. Roy S. Selvaras M. Djukic C. Johnson AI4CE 21 6 0 06 Sep 2023
Maximal Information Leakage from Quantum Encoding of Classical Data F. Farokhi 35 5 0 24 Jul 2023
A Novel Spatial-Temporal Variational Quantum Circuit to Enable Deep Learning on NISQ Devices Jinyang Li Zhepeng Wang Zhirui Hu Prasanna Date A. Li Weiwen Jiang 32 10 0 19 Jul 2023
Higher-order topological kernels via quantum computation Massimiliano Incudini F. Martini Alessandra Di Pierro 27 1 0 14 Jul 2023
Empirical Sample Complexity of Neural Network Mixed State Reconstruction Haimeng Zhao Giuseppe Carleo F. Vicentini 36 11 0 04 Jul 2023
Quantum Neural Estimation of Entropies Ziv Goldfeld Dhrumil Patel Sreejith Sreekumar Mark M. Wilde 38 9 0 03 Jul 2023
Understanding quantum machine learning also requires rethinking generalization Elies Gil-Fuster Jens Eisert Carlos Bravo-Prieto 38 45 0 23 Jun 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 45 8 0 06 Jun 2023
Exploring the Vulnerabilities of Machine Learning and Quantum Machine Learning to Adversarial Attacks using a Malware Dataset: A Comparative Analysis Mst. Shapna Akter Hossain Shahriar Iysa Iqbal M. Hossain M. A. Karim Victor A. Clincy R. Voicu AAML 26 8 0 31 May 2023
Challenges and Opportunities in Quantum Machine Learning M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 19 406 0 16 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 21 6 0 07 Mar 2023
Spacetime-Efficient Low-Depth Quantum State Preparation with Applications Kaiwen Gui A. Dalzell Alessandro Achille Martin Suchara Frederic T. Chong 30 17 0 03 Mar 2023
Unravelling physics beyond the standard model with classical and quantum anomaly detection Julian Schuhmacher Laura Boggia Vasilis Belis E. Puljak Michele Grossi M. Pierini S. Vallecorsa F. Tacchino Panagiotis Kl Barkoutsos I. Tavernelli 18 26 0 25 Jan 2023
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 24 18 0 22 Jan 2023
Multi-Armed Bandits and Quantum Channel Oracles Simon Buchholz Jonas M. Kubler Bernhard Schölkopf 18 1 0 20 Jan 2023
Restricting to the chip architecture maintains the quantum neural network accuracy Lucas Friedrich Jonas Maziero 32 3 0 29 Dec 2022
Financial Risk Management on a Neutral Atom Quantum Processor L. Leclerc Luis Ortiz-Guitierrez S. Grijalva Boris Albrecht J. R. Cline ... Roman Orus Achraf Seddik Oumaima Hammammi Hacene Isselnane Didier M'tamon 18 15 0 06 Dec 2022
Benchmarking Adversarially Robust Quantum Machine Learning at Scale Maxwell T. West S. Erfani C. Leckie M. Sevior Lloyd C. L. Hollenberg Muhammad Usman AAML OOD 30 33 0 23 Nov 2022
Quantum Power Flows: From Theory to Practice Junyu Liu Hang Zheng M. Hanada Kanav Setia Dan Wu 13 5 0 10 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
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 39 85 0 18 Oct 2022
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 40 89 0 16 Oct 2022
QuCNN : A Quantum Convolutional Neural Network with Entanglement Based Backpropagation S. Stein Y. Mao James Ang A. Li 31 9 0 11 Oct 2022
Quantum Vision Transformers El Amine Cherrat Iordanis Kerenidis Natansh Mathur Jonas Landman M. Strahm Yun. Y Li ViT 34 55 0 16 Sep 2022
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 24 76 0 23 Aug 2022
Active Learning on a Programmable Photonic Quantum Processor Chen Ding Xiao-Yue Xu Yun-Fei Niu Shuo Zhang Wansu Bao Heliang Huang 26 6 0 03 Aug 2022
Data centers with quantum random access memory and quantum networks Junyu Liu Connor T. Hann Liang Jiang GNN 15 16 0 28 Jul 2022
Universal expressiveness of variational quantum classifiers and quantum kernels for support vector machines Jonas Jäger R. Krems 21 66 0 12 Jul 2022
Quantum Circuit Compiler for a Shuttling-Based Trapped-Ion Quantum Computer Fabian Kreppel C. Melzer Diego Olvera Millán Janis Wagner J. Hilder U. Poschinger F. Schmidt-Kaler A. Brinkmann 16 22 0 05 Jul 2022
Rapid training of quantum recurrent neural networks M. Siemaszko A. Buraczewski Bertrand Le Saux Magdalena Stobiñska 27 9 0 01 Jul 2022
Variational Quantum Approximate Support Vector Machine with Inference Transfer Siheon Park D. Park J. Rhee 27 26 0 29 Jun 2022
Classical surrogates for quantum learning models Franz J. Schreiber Jens Eisert Johannes Jakob Meyer AI4CE 22 48 0 23 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 33 50 0 08 Jun 2022
Overfitting in quantum machine learning and entangling dropout Masahiro Kobayashi Kouhei Nakaji N. Yamamoto 13 30 0 23 May 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubits Minzhao Liu Junyu Liu Yuri Alexeev Liang Jiang 29 8 0 19 May 2022