量子機械学習

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
プライバシー保護手法
量子フレームワーク
量子機械学習

Towards an in-depth detection of malware using distributed QCNN

Authors: Tony Quertier, Grégoire Barrué | Published: 2023-12-19
アルゴリズム
モデル性能評価
量子機械学習

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
プライバシー保護
プライバシー保護手法
量子機械学習

Privacy-preserving quantum federated learning via gradient hiding

Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
通信効率
連合学習
量子機械学習

Demystifying Quantum Blockchain for Healthcare

Authors: Keshav Kaushik, Adarsh Kumar | Published: 2022-10-07
スマートヘルスケア
量子ブロックチェーン技術
量子機械学習

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

Authors: Satwik Kundu, Swaroop Ghosh | Published: 2022-04-07
セキュリティ分析
ハードウェアセキュリティ
量子機械学習

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
プライバシーリスク管理
量子機械学習

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
ウォーターマーキング
ロバスト性
量子機械学習

Hardening Quantum Machine Learning Against Adversaries

Authors: Nathan Wiebe, Ram Shankar Siva Kumar | Published: 2017-11-17
モデル抽出攻撃の検知
近似計算
量子機械学習