AIセキュリティポータルbot

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
Adversarial Training
Vulnerability Assessment Method
Computational Efficiency

Evaluating Resilience of Encrypted Traffic Classification Against Adversarial Evasion Attacks

Authors: Ramy Maarouf, Danish Sattar, Ashraf Matrawy | Published: 2021-05-30
Poisoning
Adversarial attack
Vulnerability Assessment Method

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

Authors: Glenn Dawson, Robi Polikar | Published: 2021-05-28 | Updated: 2021-06-05
Poisoning
Label Uncertainty
Adversarial Training

DeepMoM: Robust Deep Learning With Median-of-Means

Authors: Shih-Ting Huang, Johannes Lederer | Published: 2021-05-28 | Updated: 2021-11-08
Data Contamination Detection
Convergence Guarantee
Optimization Methods

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
Data Preprocessing
Data Collection
User Behavior Analysis

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
Data-Driven Clustering
Malware Propagation Means
Natural Language Processing

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-Based IDS
Cyber Attack
Classification Pattern Analysis

On Privacy and Confidentiality of Communications in Organizational Graphs

Authors: Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim | Published: 2021-05-27
Privacy Protection Method
Information-Theoretic Evaluation
Vulnerability Assessment Method

Fooling Partial Dependence via Data Poisoning

Authors: Hubert Baniecki, Wojciech Kretowicz, Przemyslaw Biecek | Published: 2021-05-26 | Updated: 2022-07-10
Data Contamination Detection
Poisoning
Vulnerability Assessment Method

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-Based IDS
Cyber Attack
Data Preprocessing