文献データベース

Adversarial Example Detection for DNN Models: A Review and Experimental Comparison

Authors: Ahmed Aldahdooh, Wassim Hamidouche, Sid Ahmed Fezza, Olivier Deforges | Published: 2021-05-01 | Updated: 2022-01-07
性能評価
攻撃シナリオ分析
敵対的サンプルの検知

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
バックドア攻撃
モデル圧縮のリスク
脆弱性分析

Improved Matrix Gaussian Mechanism for Differential Privacy

Authors: Jungang Yang, Liyao Xiang, Weiting Li, Wei Liu, Xinbing Wang | Published: 2021-04-30
データプライバシー評価
プライバシー保護
統計的手法

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means

Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
MLベースのIDS
データ前処理
モデル性能評価

Metamorphic Detection of Repackaged Malware

Authors: Shirish Singh, Gail Kaiser | Published: 2021-04-27
マルウェア検出手法
特徴の相互依存性
特徴抽出手法

Property Inference Attacks on Convolutional Neural Networks: Influence and Implications of Target Model’s Complexity

Authors: Mathias P. M. Parisot, Balazs Pejo, Dayana Spagnuelo | Published: 2021-04-27
データプライバシー評価
プライバシー保護
モデル性能評価

Exploiting Explanations for Model Inversion Attacks

Authors: Xuejun Zhao, Wencan Zhang, Xiaokui Xiao, Brian Y. Lim | Published: 2021-04-26 | Updated: 2022-03-14
XAI(説明可能なAI)
プライバシー手法
モデルインバージョン

Improving Botnet Detection with Recurrent Neural Network and Transfer Learning

Authors: Jeeyung Kim, Alex Sim, Jinoh Kim, Kesheng Wu, Jaegyoon Hahm | Published: 2021-04-26
ポイズニング
ボットネット検出
転移学習

Launching Adversarial Attacks against Network Intrusion Detection Systems for IoT

Authors: Pavlos Papadopoulos, Oliver Thornewill von Essen, Nikolaos Pitropakis, Christos Chrysoulas, Alexios Mylonas, William J. Buchanan | Published: 2021-04-26
ポイズニング
マルチクラス分類
敵対的サンプルの検知

Influence Based Defense Against Data Poisoning Attacks in Online Learning

Authors: Sanjay Seetharaman, Shubham Malaviya, Rosni KV, Manish Shukla, Sachin Lodha | Published: 2021-04-24
データ保護手法
ポイズニング
防御メカニズム