Quantum Machine Learning

Quantum Privacy Aggregation of Teacher Ensembles (QPATE) for Privacy-preserving Quantum Machine Learning

Authors: William Watkins, Heehwan Wang, Sangyoon Bae, Huan-Hsin Tseng, Jiook Cha, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2024-01-15
Privacy Protection Method
Quantum Framework
Quantum Machine Learning
2024.01.15 2025.05.27
Literature Database

Towards an in-depth detection of malware using distributed QCNN

Authors: Tony Quertier, Grégoire Barrué | Published: 2023-12-19
Algorithm
Model Performance Evaluation
Quantum Machine Learning
2023.12.19 2025.05.27
Literature Database

Harnessing Inherent Noises for Privacy Preservation in Quantum Machine Learning

Authors: Keyi Ju, Xiaoqi Qin, Hui Zhong, Xinyue Zhang, Miao Pan, Baoling Liu | Published: 2023-12-18 | Updated: 2024-03-07
Privacy Protection
Privacy Protection Method
Quantum Machine Learning
2023.12.18 2025.05.27
Literature Database

Privacy-preserving quantum federated learning via gradient hiding

Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
Communication Efficiency
Federated Learning
Quantum Machine Learning
2023.12.07 2025.05.28
Literature Database

Demystifying Quantum Blockchain for Healthcare

Authors: Keshav Kaushik, Adarsh Kumar | Published: 2022-10-07
Smart Healthcare
Quantum Blockchain Technology
Quantum Machine Learning
2022.10.07 2025.05.28
Literature Database

Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses

Authors: Satwik Kundu, Swaroop Ghosh | Published: 2022-04-07
Security Analysis
Hardware Security
Quantum Machine Learning
2022.04.07 2025.05.28
Literature Database

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
Privacy Risk Management
Quantum Machine Learning
2021.03.10 2025.05.28
Literature Database

Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Authors: Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao | Published: 2020-09-21 | Updated: 2021-05-26
Watermarking
Robustness
Quantum Machine Learning
2020.09.21 2025.05.28
Literature Database

Hardening Quantum Machine Learning Against Adversaries

Authors: Nathan Wiebe, Ram Shankar Siva Kumar | Published: 2017-11-17
Detection of Model Extraction Attacks
Approximate Calculation
Quantum Machine Learning
2017.11.17 2025.05.28
Literature Database