XAI (Explainable AI)

A Deep Dive into Function Inlining and its Security Implications for ML-based Binary Analysis

Authors: Omar Abusabha, Jiyong Uhm, Tamer Abuhmed, Hyungjoon Koo | Published: 2025-12-16
XAI (Explainable AI)
セキュリティ検証手法
Vulnerability Assessment Method

LLM-Assisted AHP for Explainable Cyber Range Evaluation

Authors: Vyron Kampourakis, Georgios Kavallieratos, Georgios Spathoulas, Vasileios Gkioulos, Sokratis Katsikas | Published: 2025-12-11
XAI (Explainable AI)
Reliability Assessment
Evaluation Method

ExpIDS: A Drift-adaptable Network Intrusion Detection System With Improved Explainability

Authors: Ayush Kumar, Kar Wai Fok, Vrizlynn L. L. Thing | Published: 2025-09-25
XAI (Explainable AI)
Network Threat Detection
Anomaly Detection Method

ExpProof : Operationalizing Explanations for Confidential Models with ZKPs

Authors: Chhavi Yadav, Evan Monroe Laufer, Dan Boneh, Kamalika Chaudhuri | Published: 2025-02-06 | Updated: 2025-05-27
XAI (Explainable AI)
Model evaluation methods
Interpretability

Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers

Authors: Lam Nguyen Tung, Steven Cho, Xiaoning Du, Neelofar Neelofar, Valerio Terragni, Stefano Ruberto, Aldeida Aleti | Published: 2024-10-30 | Updated: 2025-04-23
XAI (Explainable AI)
Model Performance Evaluation
Reliability Analysis

X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System

Authors: Kiymet Kaya, Elif Ak, Sumeyye Bas, Berk Canberk, Sule Gunduz Oguducu | Published: 2024-02-01 | Updated: 2024-06-02
Graph Neural Network
XAI (Explainable AI)
Intrusion Detection System

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

Autonomous Threat Hunting: A Future Paradigm for AI-Driven Threat Intelligence

Authors: Siva Raja Sindiramutty | Published: 2023-12-30
Role of AI and Automation
XAI (Explainable AI)
Cybersecurity

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

A Survey on Explainable Artificial Intelligence for Cybersecurity

Authors: Gaith Rjoub, Jamal Bentahar, Omar Abdel Wahab, Rabeb Mizouni, Alyssa Song, Robin Cohen, Hadi Otrok, Azzam Mourad | Published: 2023-03-07 | Updated: 2023-06-11
XAI (Explainable AI)
Cybersecurity
Explainability