AIセキュリティポータルbot

Your Attack Is Too DUMB: Formalizing Attacker Scenarios for Adversarial Transferability

Authors: Marco Alecci, Mauro Conti, Francesco Marchiori, Luca Martinelli, Luca Pajola | Published: 2023-06-27
Malware Classification
Adversarial Example
Adversarial Attack Methods

[Re] Double Sampling Randomized Smoothing

Authors: Aryan Gupta, Sarthak Gupta, Abhay Kumar, Harsh Dugar | Published: 2023-06-27
Malware Classification
Malware Detection Method
Robustness Evaluation

Classification and Explanation of Distributed Denial-of-Service (DDoS) Attack Detection using Machine Learning and Shapley Additive Explanation (SHAP) Methods

Authors: Yuanyuan Wei, Julian Jang-Jaccard, Amardeep Singh, Fariza Sabrina, Seyit Camtepe | Published: 2023-06-27
XAI (Explainable AI)
Network Threat Detection
Malware Classification

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
Privacy Protection Method
Optimization Problem
Federated Learning

Towards Sybil Resilience in Decentralized Learning

Authors: Thomas Werthenbach, Johan Pouwelse | Published: 2023-06-26
Poisoning
Poisoning Attack
Federated Learning

Are aligned neural networks adversarially aligned?

Authors: Nicholas Carlini, Milad Nasr, Christopher A. Choquette-Choo, Matthew Jagielski, Irena Gao, Anas Awadalla, Pang Wei Koh, Daphne Ippolito, Katherine Lee, Florian Tramer, Ludwig Schmidt | Published: 2023-06-26 | Updated: 2024-05-06
Prompt Injection
Adversarial Example
Adversarial Attack Methods

Private Federated Learning in Gboard

Authors: Yuanbo Zhang, Daniel Ramage, Zheng Xu, Yanxiang Zhang, Shumin Zhai, Peter Kairouz | Published: 2023-06-26
Privacy Protection
Federated Learning

On the Resilience of Machine Learning-Based IDS for Automotive Networks

Authors: Ivo Zenden, Han Wang, Alfonso Iacovazzi, Arash Vahidi, Rolf Blom, Shahid Raza | Published: 2023-06-26
Malware Detection Method
Adversarial Attack Methods
Vehicle Network

Ensemble of Random and Isolation Forests for Graph-Based Intrusion Detection in Containers

Authors: Alfonso Iacovazzi, Shahid Raza | Published: 2023-06-26
Dataset Generation
Data Collection
Malware Detection Method

PWSHAP: A Path-Wise Explanation Model for Targeted Variables

Authors: Lucile Ter-Minassian, Oscar Clivio, Karla Diaz-Ordaz, Robin J. Evans, Chris Holmes | Published: 2023-06-26
Robustness Evaluation
Causal Interpretation
Local Mediation Effect