Federated Quantum Machine Learning

22 March 2021

Papers citing "Federated Quantum Machine Learning"

50 / 56 papers shown

Title
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles Junghoon Justin Park Jiook Cha Samuel Yen-Chi Chen H. Tseng Shinjae Yoo 29 0 0 13 May 2025
Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing Kuan-Cheng Chen Chen-Yu Liu Yu Shang Felix Burt Kin K Leung 39 0 0 13 May 2025
Federated Learning: A Survey on Privacy-Preserving Collaborative Intelligence Edward Collins Michel Wang FedML 31 0 0 24 Apr 2025
Introduction to Quantum Machine Learning and Quantum Architecture Search Samuel Yen-Chi Chen Zhiding Liang 28 0 0 21 Apr 2025
A Numerical Gradient Inversion Attack in Variational Quantum Neural-Networks Georgios Papadopoulos Shaltiel Eloul Yash Satsangi Jamie Heredge Niraj Kumar Chun-Fu Chen Marco Pistoia 51 0 0 17 Apr 2025
QFAL: Quantum Federated Adversarial Learning Walid El Maouaki Nouhaila Innan Alberto Marchisio Taoufik Said Mohamed Bennai Muhammad Shafique FedML 58 4 0 28 Feb 2025
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 78 0 0 23 Nov 2024
Quantum delegated and federated learning via quantum homomorphic encryption Weikang Li Dong-Ling Deng FedML 26 0 0 28 Sep 2024
Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML Siddhant Dutta Pavana P Karanth Pedro Maciel Xavier Iago Leal de Freitas Nouhaila Innan Sadok Ben Yahia Muhammad Shafique David E. Bernal Neira FedML 38 7 0 14 Sep 2024
Consensus-based Distributed Quantum Kernel Learning for Speech Recognition Kuan-Cheng Chen Wenxuan Ma Xiaotian Xu 40 7 0 09 Sep 2024
Verifiable cloud-based variational quantum algorithms Junhong Yang Banghai Wang Junyu Quan Qin Li 18 1 0 25 Aug 2024
Prospects of Privacy Advantage in Quantum Machine Learning Jamie Heredge Niraj Kumar Dylan Herman Shouvanik Chakrabarti Romina Yalovetzky Shree Hari Sureshbabu Changhao Li Marco Pistoia 28 4 0 14 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
QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection Nouhaila Innan Alberto Marchisio Muhammad Shafique Mohamed Bennai 28 11 0 03 Apr 2024
FedQNN: Federated Learning using Quantum Neural Networks Nouhaila Innan Muhammad Al-Zafar Khan Alberto Marchisio Muhammad Shafique Mohamed Bennai FedML 34 12 0 16 Mar 2024
Federated learning with distributed fixed design quantum chips and quantum channels Ammar Daskin FedML 22 0 0 24 Jan 2024
Federated Quantum Long Short-term Memory (FedQLSTM) Mahdi Chehimi Samuel Yen-Chi Chen Walid Saad Shinjae Yoo FedML 34 16 0 21 Dec 2023
Privacy-preserving quantum federated learning via gradient hiding Changhao Li Niraj Kumar Zhixin Song Shouvanik Chakrabarti Marco Pistoia FedML 28 19 0 07 Dec 2023
Exploring Machine Learning Models for Federated Learning: A Review of Approaches, Performance, and Limitations Elaheh Jafarigol Theodore Trafalis Talayeh Razzaghi Mona Zamankhani FedML 14 1 0 17 Nov 2023
Quantum Federated Learning With Quantum Networks Tyler Wang Huan-Hsin Tseng Shinjae Yoo 24 6 0 23 Oct 2023
Federated Quantum Machine Learning with Differential Privacy Rod Rofougaran Shinjae Yoo Huan-Hsin Tseng Samuel Yen-Chi Chen FedML 28 20 0 10 Oct 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 59 8 0 22 Sep 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
Quantum Federated Learning: Analysis, Design and Implementation Challenges Devya Gurung Shiva Raj Pokhrel Gang Li FedML 13 3 0 27 Jun 2023
Towards Quantum Federated Learning Chao Ren Han Yu Rudai Yan Minrui Xu Yuan Shen Huihui Zhu Dusit Niyato Zhaoyang Dong L. Kwek FedML AI4CE 41 19 0 16 Jun 2023
Quantum deep Q learning with distributed prioritized experience replay Samuel Yen-Chi Chen BDL 28 6 0 19 Apr 2023
Optimizing Quantum Federated Learning Based on Federated Quantum Natural Gradient Descent Jun Qi Xiaolin Zhang Javier Tejedor FedML 23 8 0 27 Feb 2023
Asynchronous training of quantum reinforcement learning Samuel Yen-Chi Chen OffRL 24 18 0 12 Jan 2023
Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding Won Joon Yun Jae Pyoung Kim Hankyul Baek Soyi Jung Jihong Park M. Bennis Joongheon Kim 25 4 0 04 Dec 2022
An Invitation to Distributed Quantum Neural Networks Lirande Pira C. Ferrie 26 16 0 14 Nov 2022
Quantum Split Neural Network Learning using Cross-Channel Pooling Won Joon Yun Hankyul Baek Joongheon Kim 34 4 0 12 Nov 2022
Reservoir Computing via Quantum Recurrent Neural Networks Samuel Yen-Chi Chen D. Fry Amol Deshmukh V. Rastunkov Charlee Stefanski 21 16 0 04 Nov 2022
Projection Valued Measure-based Quantum Machine Learning for Multi-Class Classification Won Joon Yun Hankyul Baek Joongheon Kim VLM 25 11 0 30 Oct 2022
Quantum deep recurrent reinforcement learning Samuel Yen-Chi Chen 50 17 0 26 Oct 2022
An Experimental Study on Private Aggregation of Teacher Ensemble Learning for End-to-End Speech Recognition Chao-Han Huck Yang I-Fan Chen A. Stolcke Sabato Marco Siniscalchi Chin-Hui Lee 27 2 0 11 Oct 2022
PQLM -- Multilingual Decentralized Portable Quantum Language Model for Privacy Protection Shuyue Stella Li Xiangyu Zhang Shu Zhou Hongchao Shu Ruixing Liang Hexin Liu Leibny Paola García 40 22 0 06 Oct 2022
Non-IID Quantum Federated Learning with One-shot Communication Complexity Haimeng Zhao FedML 15 16 0 02 Sep 2022
Federated Quantum Natural Gradient Descent for Quantum Federated Learning Jun Qi FedML 19 16 0 15 Aug 2022
Scalable Quantum Neural Networks for Classification Jindi Wu Zeyi Tao Qun Li GNN 22 17 0 04 Aug 2022
Slimmable Quantum Federated Learning Won Joon Yun Jae Pyoung Kim Soyi Jung Jihong Park M. Bennis Joongheon Kim 15 27 0 20 Jul 2022
Federated Learning with Quantum Secure Aggregation Yichi Zhang Chao Zhang Cai Zhang Lixin Fan B. Zeng Qiang Yang FedML 13 23 0 09 Jul 2022
Quantum Neural Network Classifiers: A Tutorial Weikang Li Zhide Lu D. Deng 11 32 0 06 Jun 2022
Quantum version of the k-NN classifier based on a quantum sorting algorithm L. F. Quezada Guo-Hua Sun S. Dong 11 11 0 07 Apr 2022
Quantum Distributed Deep Learning Architectures: Models, Discussions, and Applications Yunseok Kwak Won Joon Yun Jae Pyoung Kim Hyunhee Cho Minseok Choi Soyi Jung Joongheon Kim 50 41 0 19 Feb 2022
When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing Chao-Han Huck Yang Jun Qi Samuel Yen-Chi Chen Yu Tsao Pin-Yu Chen 14 51 0 17 Feb 2022
Systematic Literature Review: Quantum Machine Learning and its applications David Peral García Juan Cruz-Benito Francisco José García-Penalvo 35 119 0 11 Jan 2022
Quantum Architecture Search via Continual Reinforcement Learning Esther Ye Samuel Yen-Chi Chen 10 27 0 10 Dec 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
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series Annie E. Paine V. Elfving Oleksandr Kyriienko 27 22 0 06 Aug 2021
Quantum Federated Learning with Quantum Data Mahdi Chehimi Walid Saad FedML 22 70 0 30 May 2021