AIセキュリティポータルbot

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
アクセス制御
ポリシーエンジニアリング
機械学習の応用

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12
プライバシーリスク管理
プライバシー保護
連合学習

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

Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11
プライバシーリスク管理
ブロックチェーン技術
連合学習

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
データ収集
プライバシーリスク管理
機械学習のプライバシー保護

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
データ整合性制約
分散学習の効率
防御メカニズム

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
機械学習のプライバシー保護
連合学習

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-SGD
プライバシーリスク管理
モデル選択

Distribution-Invariant Differential Privacy

Authors: Xuan Bi, Xiaotong Shen | Published: 2021-11-08 | Updated: 2022-06-06
データ選択戦略
プライバシーリスク管理
線形モデル

Bayesian Framework for Gradient Leakage

Authors: Mislav Balunović, Dimitar I. Dimitrov, Robin Staab, Martin Vechev | Published: 2021-11-08 | Updated: 2022-03-17
バックドア攻撃
ポイズニング
防御メカニズム

HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis

Authors: Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-11-08
PDFマルウェア分析
データセット生成
機械学習アルゴリズム