文献データベース

Principles for Evaluation of AI/ML Model Performance and Robustness

Authors: Olivia Brown, Andrew Curtis, Justin Goodwin | Published: 2021-07-06
モデル性能評価
ロバスト性
ロバスト性に関する評価

A Low-Cost Machine Learning Based Network Intrusion Detection System with Data Privacy Preservation

Authors: Jyoti Fakirah, Lauhim Mahfuz Zishan, Roshni Mooruth, Michael N. Johnstone, Wencheng Yang | Published: 2021-07-06
プライバシー分析
モデル性能評価
機械学習技術

Understanding the Security of Deepfake Detection

Authors: Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2021-07-05 | Updated: 2021-10-06
ポイズニング
深層学習技術
顔認識システム

Machine Learning for Fraud Detection in E-Commerce: A Research Agenda

Authors: Niek Tax, Kees Jan de Vries, Mathijs de Jong, Nikoleta Dosoula, Bram van den Akker, Jon Smith, Olivier Thuong, Lucas Bernardi | Published: 2021-07-05
アクティブラーニング
機械学習技術
犯罪行為検出

When and How to Fool Explainable Models (and Humans) with Adversarial Examples

Authors: Jon Vadillo, Roberto Santana, Jose A. Lozano | Published: 2021-07-05 | Updated: 2023-07-07
モデルの解釈性
敵対的サンプル
敵対的攻撃

Android Malware Category and Family Detection and Identification using Machine Learning

Authors: Ahmed Hashem El Fiky, Ayman El Shenawy, Mohamed Ashraf Madkour | Published: 2021-07-05
セキュリティ分析
機械学習
機械学習技術

Logic Locking at the Frontiers of Machine Learning: A Survey on Developments and Opportunities

Authors: Dominik Sisejkovic, Lennart M. Reimann, Elmira Moussavi, Farhad Merchant, Rainer Leupers | Published: 2021-07-05 | Updated: 2021-11-23
攻撃の評価
機械学習の応用
機械学習技術

Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy

Authors: Yipeng Zhou, Xuezheng Liu, Yao Fu, Di Wu, Chao Li, Shui Yu | Published: 2021-07-05
プライバシー保護プロトコル
プライバシー分析
連合学習

Evaluating the Cybersecurity Risk of Real World, Machine Learning Production Systems

Authors: Ron Bitton, Nadav Maman, Inderjeet Singh, Satoru Momiyama, Yuval Elovici, Asaf Shabtai | Published: 2021-07-05 | Updated: 2021-10-03
サイバーセキュリティ
メンバーシップ推論
脅威モデリング

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning

Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04
スケジューリング手法
深層学習技術
連合学習