Model Interpretability

Explainable and Transferable Adversarial Attack for ML-Based Network Intrusion Detectors

Authors: Hangsheng Zhang, Dongqi Han, Yinlong Liu, Zhiliang Wang, Jiyan Sun, Shangyuan Zhuang, Jiqiang Liu, Jinsong Dong | Published: 2024-01-19
Poisoning
Model Interpretability
Adversarial attack

X Hacking: The Threat of Misguided AutoML

Authors: Rahul Sharma, Sergey Redyuk, Sumantrak Mukherjee, Andrea Sipka, Sebastian Vollmer, David Selby | Published: 2024-01-16 | Updated: 2024-02-12
XAI (Explainable AI)
Bias
Model Interpretability

Benchmark Evaluation of Anomaly-Based Intrusion Detection Systems in the Context of Smart Grids

Authors: Ömer Sen, Simon Glomb, Martin Henze, Andreas Ulbig | Published: 2023-12-21
Model Interpretability
Anomaly Detection Method
Statistical Methods

An Explainable Ensemble-based Intrusion Detection System for Software-Defined Vehicle Ad-hoc Networks

Authors: Shakil Ibne Ahsan, Phil Legg, S M Iftekharul Alam | Published: 2023-12-08 | Updated: 2024-10-11
Model Interpretability
Intrusion Detection System
Vehicle Network

Characterizing climate pathways using feature importance on echo state networks

Authors: Katherine Goode, Daniel Ries, Kellie McClernon | Published: 2023-10-12
Data Generation
Model Interpretability
Climate Information

FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing

Authors: Pan Wang, Zeyi Li, Mengyi Fu, Zixuan Wang, Ze Zhang, MinYao Liu | Published: 2023-08-14
Model Interpretability
Model Performance Evaluation
Federated Learning

The Curse of Recursion: Training on Generated Data Makes Models Forget

Authors: Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Yarin Gal, Nicolas Papernot, Ross Anderson | Published: 2023-05-27 | Updated: 2024-04-14
LLM Performance Evaluation
Sampling Method
Model Interpretability

Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well?

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2022-09-02
Model Interpretability
Model Performance Evaluation
Experimental Validation

Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research

Authors: Zhibo Zhang, Hussam Al Hamadi, Ernesto Damiani, Chan Yeob Yeun, Fatma Taher | Published: 2022-08-31
Application of XAI
Dataset Generation
Model Interpretability

Firenze: Model Evaluation Using Weak Signals

Authors: Bhavna Soman, Ali Torkamani, Michael J. Morais, Jeffrey Bickford, Baris Coskun | Published: 2022-07-02
Data Generation
Model Interpretability
Evaluation Method