AIセキュリティポータルbot

Adversarial for Good? How the Adversarial ML Community’s Values Impede Socially Beneficial Uses of Attacks

Authors: Kendra Albert, Maggie Delano, Bogdan Kulynych, Ram Shankar Siva Kumar | Published: 2021-07-11 | Updated: 2021-09-15
倫理的考慮
機械学習の役割
社会的影響

Hack The Box: Fooling Deep Learning Abstraction-Based Monitors

Authors: Sara Hajj Ibrahim, Mohamed Nassar | Published: 2021-07-10 | Updated: 2021-07-18
攻撃シナリオ分析
敵対的サンプル
敵対的サンプルの脆弱性

Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform

Authors: Bo Liu, Chaowei Tan, Jiazhou Wang, Tao Zeng, Huasong Shan, Houpu Yao, Heng Huang, Peng Dai, Liefeng Bo, Yanqing Chen | Published: 2021-07-08 | Updated: 2021-07-30
プライバシー保護メカニズム
計算効率
連合学習

Malware Classification Using Deep Boosted Learning

Authors: Muhammad Asam, Saddam Hussain Khan, Tauseef Jamal, Umme Zahoora, Asifullah Khan | Published: 2021-07-08
PEマルウェア分類
深層転移学習
評価手法

Analytically Tractable Hidden-States Inference in Bayesian Neural Networks

Authors: Luong-Ha Nguyen, James-A. Goulet | Published: 2021-07-08
モデルの設計や精度
状態推定手法
統計的手法

Understanding Intrinsic Robustness Using Label Uncertainty

Authors: Xiao Zhang, David Evans | Published: 2021-07-07 | Updated: 2022-03-17
ガウス混合モデル
ラベル不確実性
ロバスト性評価

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