AIセキュリティポータルbot

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

Leveraging Sharing Communities to Achieve Federated Learning for Cybersecurity

Authors: Frank W. Bentrem, Michael A. Corsello, Joshua J. Palm | Published: 2021-04-23 | Updated: 2021-04-27
サイバーセキュリティの自動化
モデル設計
機械学習技術

Collaborative Information Sharing for ML-Based Threat Detection

Authors: Talha Ongun, Simona Boboila, Alina Oprea, Tina Eliassi-Rad, Alastair Nottingham, Jason Hiser, Jack Davidson | Published: 2021-04-23
プライバシー保護
機械学習技術
脅威モデル

Encrypted Distributed Lasso for Sparse Data Predictive Control

Authors: Andreea B. Alexandru, Anastasios Tsiamis, George J. Pappas | Published: 2021-04-23
プライバシー保護
暗号化技術
最適化問題

Random Noise Defense Against Query-Based Black-Box Attacks

Authors: Zeyu Qin, Yanbo Fan, Hongyuan Zha, Baoyuan Wu | Published: 2021-04-23 | Updated: 2021-10-30
収束解析
敵対的サンプルの検知
防御メカニズム