敵対的攻撃

Robust Linear Regression: Phase-Transitions and Precise Tradeoffs for General Norms

Authors: Elvis Dohmatob, Meyer Scetbon | Published: 2023-08-01
敵対的攻撃
最適化手法
線形モデル

Doubly Robust Instance-Reweighted Adversarial Training

Authors: Daouda Sow, Sen Lin, Zhangyang Wang, Yingbin Liang | Published: 2023-08-01
敵対的攻撃
最適化手法
深層学習手法

A Novel Deep Learning based Model to Defend Network Intrusion Detection System against Adversarial Attacks

Authors: Khushnaseeb Roshan, Aasim Zafar, Shiekh Burhan Ul Haque | Published: 2023-07-31
データ前処理
敵対的攻撃
深層学習手法

On Neural Network approximation of ideal adversarial attack and convergence of adversarial training

Authors: Rajdeep Haldar, Qifan Song | Published: 2023-07-30
収束特性
敵対的攻撃
最適化手法

Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives

Authors: Danele Lunghi, Alkis Simitsis, Olivier Caelen, Gianluca Bontempi | Published: 2023-07-03
敵対的サンプル
敵対的攻撃
脅威モデリング

Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks

Authors: Pranav Dahiya, Ilia Shumailov, Ross Anderson | Published: 2023-06-24 | Updated: 2024-02-10
アルゴリズム設計
敵対的攻撃
統計的検定

Boosting Model Inversion Attacks with Adversarial Examples

Authors: Shuai Zhou, Tianqing Zhu, Dayong Ye, Xin Yu, Wanlei Zhou | Published: 2023-06-24
ポイズニング
敵対的サンプル
敵対的攻撃

Creating Valid Adversarial Examples of Malware

Authors: Matouš Kozák, Martin Jureček, Mark Stamp, Fabio Di Troia | Published: 2023-06-23
マルウェア分類
マルウェア検出手法
敵対的攻撃

Visual Adversarial Examples Jailbreak Aligned Large Language Models

Authors: Xiangyu Qi, Kaixuan Huang, Ashwinee Panda, Peter Henderson, Mengdi Wang, Prateek Mittal | Published: 2023-06-22 | Updated: 2023-08-16
プロンプトインジェクション
不適切コンテンツ生成
敵対的攻撃

Extracting Cloud-based Model with Prior Knowledge

Authors: Shiqian Zhao, Kangjie Chen, Meng Hao, Jian Zhang, Guowen Xu, Hongwei Li, Tianwei Zhang | Published: 2023-06-07 | Updated: 2023-06-13
バックドア攻撃
攻撃の評価
敵対的攻撃