AIセキュリティポータルbot

Rethinking Backdoor Attacks

Authors: Alaa Khaddaj, Guillaume Leclerc, Aleksandar Makelov, Kristian Georgiev, Hadi Salman, Andrew Ilyas, Aleksander Madry | Published: 2023-07-19
データの隠蔽
バックドア攻撃
ポイズニング

Eliminating Label Leakage in Tree-Based Vertical Federated Learning

Authors: Hideaki Takahashi, Jingjing Liu, Yang Liu | Published: 2023-07-19 | Updated: 2023-10-22
メンバーシップ推論
ラベル推論攻撃
透かし評価

Application of BadNets in Spam Filters

Authors: Swagnik Roychoudhury, Akshaj Kumar Veldanda | Published: 2023-07-18
LSTMモデル性能評価
バックドア攻撃
学習の改善

CBSeq: A Channel-level Behavior Sequence For Encrypted Malware Traffic Detection

Authors: Susu Cui, Cong Dong, Meng Shen, Yuling Liu, Bo Jiang, Zhigang Lu | Published: 2023-07-18
マルウェア検出手法
機械学習手法
行動解析手法

Discretization-based ensemble model for robust learning in IoT

Authors: Anahita Namvar, Chandra Thapa, Salil S. Kanhere | Published: 2023-07-18
ロバスト性評価
敵対的サンプル
機械学習手法

Privacy-preserving patient clustering for personalized federated learning

Authors: Ahmed Elhussein, Gamze Gursoy | Published: 2023-07-17
変数抽出手法
暗号技術
連合学習

G-Scan: Graph Neural Networks for Line-Level Vulnerability Identification in Smart Contracts

Authors: Christoph Sendner, Ruisi Zhang, Alexander Hefter, Alexandra Dmitrienko, Farinaz Koushanfar | Published: 2023-07-17
コード変更分析
スマートコントラクト
制御依存性順序付け

Metadata-based Malware Detection on Android using Machine Learning

Authors: Alexander Hefter, Christoph Sendner, Alexandra Dmitrienko | Published: 2023-07-17
データセット生成
マルウェア検出手法
機械学習手法

Hidden Markov Models with Random Restarts vs Boosting for Malware Detection

Authors: Aditya Raghavan, Fabio Di Troia, Mark Stamp | Published: 2023-07-17
AUC評価
セキュリティ分析
限られたサンプルでのマルウェア検出

A Machine Learning based Empirical Evaluation of Cyber Threat Actors High Level Attack Patterns over Low level Attack Patterns in Attributing Attacks

Authors: Umara Noor, Sawera Shahid, Rimsha Kanwal, Zahid Rashid | Published: 2023-07-17
データセット生成
機械学習技術
脅威モデリング