Property Inference Attacks Against GANs

Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15

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

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12

Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System

Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11

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

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 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

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

Distribution-Invariant Differential Privacy

Authors: Xuan Bi, Xiaotong Shen | Published: 2021-11-08 | Updated: 2022-06-06

Bayesian Framework for Gradient Leakage

Authors: Mislav Balunović, Dimitar I. Dimitrov, Robin Staab, Martin Vechev | Published: 2021-11-08 | Updated: 2022-03-17