文献データベース

Robustifying $\ell_\infty$ Adversarial Training to the Union of Perturbation Models

Authors: Ameya D. Patil, Michael Tuttle, Alexander G. Schwing, Naresh R. Shanbhag | Published: 2021-05-31 | Updated: 2021-06-11
敵対的訓練
脆弱性評価手法
計算効率

Evaluating Resilience of Encrypted Traffic Classification Against Adversarial Evasion Attacks

Authors: Ramy Maarouf, Danish Sattar, Ashraf Matrawy | Published: 2021-05-30
ポイズニング
敵対的攻撃
脆弱性評価手法

Rethinking Noisy Label Models: Labeler-Dependent Noise with Adversarial Awareness

Authors: Glenn Dawson, Robi Polikar | Published: 2021-05-28 | Updated: 2021-06-05
ポイズニング
ラベル不確実性
敵対的訓練

DeepMoM: Robust Deep Learning With Median-of-Means

Authors: Shih-Ting Huang, Johannes Lederer | Published: 2021-05-28 | Updated: 2021-11-08
データ汚染検出
収束保証
最適化手法

Network Activities Recognition and Analysis Based on Supervised Machine Learning Classification Methods Using J48 and Naïve Bayes Algorithm

Authors: Fan Huang | Published: 2021-05-28
データ前処理
データ収集
ユーザー行動分析

Resilient and Adaptive Framework for Large Scale Android Malware Fingerprinting using Deep Learning and NLP Techniques

Authors: ElMouatez Billah Karbab, Mourad Debbabi | Published: 2021-05-27
データ駆動型クラスタリング
マルウェア拡散手段
自然言語処理

Intrusion Detection using Machine Learning Techniques: An Experimental Comparison

Authors: Kathryn-Ann Tait, Jan Sher Khan, Fehaid Alqahtani, Awais Aziz Shah, Fadia Ali Khan, Mujeeb Ur Rehman, Wadii Boulila, Jawad Ahmad | Published: 2021-05-27
MLベースのIDS
サイバー攻撃
分類パターン分析

On Privacy and Confidentiality of Communications in Organizational Graphs

Authors: Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim | Published: 2021-05-27
プライバシー保護手法
情報理論的評価
脆弱性評価手法

Fooling Partial Dependence via Data Poisoning

Authors: Hubert Baniecki, Wojciech Kretowicz, Przemyslaw Biecek | Published: 2021-05-26 | Updated: 2022-07-10
データ汚染検出
ポイズニング
脆弱性評価手法

MTH-IDS: A Multi-Tiered Hybrid Intrusion Detection System for Internet of Vehicles

Authors: Li Yang, Abdallah Moubayed, Abdallah Shami | Published: 2021-05-26
MLベースのIDS
サイバー攻撃
データ前処理