On the Importance of Difficulty Calibration in Membership Inference Attacks Authors: Lauren Watson, Chuan Guo, Graham Cormode, Alex Sablayrolles | Published: 2021-11-15 | Updated: 2022-04-11 Dataset evaluationMembership InferenceHigh Difficulty Sample 2021.11.15 2025.05.28 Literature Database
Property Inference Attacks Against GANs Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15 Dataset evaluationData GenerationMembership Inference 2021.11.15 2025.05.28 Literature Database
PAMMELA: Policy Administration Methodology using Machine Learning Authors: Varun Gumma, Barsha Mitra, Soumyadeep Dey, Pratik Shashikantbhai Patel, Sourabh Suman, Saptarshi Das | Published: 2021-11-13 Access ControlPolicy engineeringMachine Learning Application 2021.11.13 2025.05.28 Literature Database
Flatee: Federated Learning Across Trusted Execution Environments Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12 Privacy Risk ManagementPrivacy ProtectionFederated Learning 2021.11.12 2025.05.28 Literature Database
Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11 Privacy Risk ManagementBlockchain TechnologyFederated Learning 2021.11.11 2025.05.28 Literature Database
Machine Learning Models Disclosure from Trusted Research Environments (TRE), Challenges and Opportunities Authors: Esma Mansouri-Benssassi, Simon Rogers, Jim Smith, Felix Ritchie, Emily Jefferson | Published: 2021-11-10 | Updated: 2022-08-20 Data CollectionPrivacy Risk ManagementPrivacy Protection in Machine Learning 2021.11.10 2025.05.28 Literature Database
QUDOS: Quorum-Based Cloud-Edge Distributed DNNs for Security Enhanced Industry 4.0 Authors: Kevin Wallis, Christoph Reich, Blesson Varghese, Christian Schindelhauer | Published: 2021-11-09 Data Integrity ConstraintsEfficiency of Distributed LearningDefense Mechanism 2021.11.09 2025.05.28 Literature Database
Data privacy protection in microscopic image analysis for material data mining Authors: Boyuan Ma, Xiang Yin, Xiaojuan Ban, Haiyou Huang, Neng Zhang, Hao Wang, Weihua Xue | Published: 2021-11-09 Privacy Protection in Machine LearningFederated Learning 2021.11.09 2025.05.28 Literature Database
The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection Authors: Shubhankar Mohapatra, Sajin Sasy, Xi He, Gautam Kamath, Om Thakkar | Published: 2021-11-09 DP-SGDPrivacy Risk ManagementModel Selection 2021.11.09 2025.05.28 Literature Database
Distribution-Invariant Differential Privacy Authors: Xuan Bi, Xiaotong Shen | Published: 2021-11-08 | Updated: 2022-06-06 Data Selection StrategyPrivacy Risk ManagementLinear Model 2021.11.08 2025.05.28 Literature Database