Privacy Technique

Blockchain-based Federated Learning with SMPC Model Verification Against Poisoning Attack for Healthcare Systems

Authors: Aditya Pribadi Kalapaaking, Ibrahim Khalil, Xun Yi | Published: 2023-04-26
Privacy Technique
Blockchain Integration
Multi-Party Computation

Censoring chemical data to mitigate dual use risk

Authors: Quintina L. Campbell, Jonathan Herington, Andrew D. White | Published: 2023-04-20
Data Generation
Privacy Technique
Safety Alignment

Sensitivity estimation for differentially private query processing

Authors: Meifan Zhang, Xin Liu, Lihua Yin | Published: 2023-04-19
Sampling Method
Privacy Technique
Statistical Methods

AI Product Security: A Primer for Developers

Authors: Ebenezer R. H. P. Isaac, Jim Reno | Published: 2023-04-18
Security Analysis
Privacy Technique
Compliance with Ethical Guidelines

Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives

Authors: Hafsa Bousbiat, Roumaysa Bousselidj, Yassine Himeur, Abbes Amira, Faycal Bensaali, Fodil Fadli, Wathiq Mansoor, Wilfried Elmenreich | Published: 2023-04-17
Energy-Based Model
Security Analysis
Privacy Technique

A Randomized Approach for Tight Privacy Accounting

Authors: Jiachen T. Wang, Saeed Mahloujifar, Tong Wu, Ruoxi Jia, Prateek Mittal | Published: 2023-04-17 | Updated: 2023-11-21
Privacy Analysis
Privacy Technique
Statistical Methods

Zero-Knowledge Proof-based Practical Federated Learning on Blockchain

Authors: Zhibo Xing, Zijian Zhang, Meng Li, Jiamou Liu, Liehuang Zhu, Giovanni Russello, Muhammad Rizwan Asghar | Published: 2023-04-12 | Updated: 2023-04-24
Watermarking
Security Analysis
Privacy Technique

Privacy-Preserving Matrix Factorization for Recommendation Systems using Gaussian Mechanism

Authors: Sohan Salahuddin Mugdho, Hafiz Imtiaz | Published: 2023-04-11
Watermarking
Privacy Analysis
Privacy Technique

RecUP-FL: Reconciling Utility and Privacy in Federated Learning via User-configurable Privacy Defense

Authors: Yue Cui, Syed Irfan Ali Meerza, Zhuohang Li, Luyang Liu, Jiaxin Zhang, Jian Liu | Published: 2023-04-11
Trade-off Analysis
Privacy Technique
Poisoning

Balancing Privacy and Performance for Private Federated Learning Algorithms

Authors: Xiangjian Hou, Sarit Khirirat, Mohammad Yaqub, Samuel Horvath | Published: 2023-04-11 | Updated: 2023-08-18
Privacy Technique
Poisoning
Optimization Methods