AIセキュリティポータルbot

SSCAE — Semantic, Syntactic, and Context-aware natural language Adversarial Examples generator

Authors: Javad Rafiei Asl, Mohammad H. Rafiei, Manar Alohaly, Daniel Takabi | Published: 2024-03-18
Dynamic Threshold Calculation
Adversarial Example
Evaluation Method

Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks

Authors: Andrea Venturi, Dario Stabili, Mirco Marchetti | Published: 2024-03-18 | Updated: 2024-04-23
Intrusion Detection System
Adversarial Training
Structural Attack

Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates

Authors: Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo | Published: 2024-03-18 | Updated: 2024-06-04
Convergence Guarantee
Convergence Analysis
Optimization Problem

Semantic Data Representation for Explainable Windows Malware Detection Models

Authors: Peter Švec, Štefan Balogh, Martin Homola, Ján Kľuka, Tomáš Bisták | Published: 2024-03-18
Watermarking
Dataset Generation
Malware Classification

Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis

Authors: Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder | Published: 2024-03-17
Training Data Extraction Method
Model Performance Evaluation
Hierarchical Classification Methods

CBR — Boosting Adaptive Classification By Retrieval of Encrypted Network Traffic with Out-of-distribution

Authors: Amir Lukach, Ran Dubin, Amit Dvir, Chen Hajaj | Published: 2024-03-17
Few-Shot Learning
Malware Classification
Methods for Dynamically Identifying New Classes

A Dual-Tier Adaptive One-Class Classification IDS for Emerging Cyberthreats

Authors: Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder | Published: 2024-03-17
Intrusion Detection System
Unknown Attack Detection
Hierarchical Classification Methods

usfAD Based Effective Unknown Attack Detection Focused IDS Framework

Authors: Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder | Published: 2024-03-17
DDoS Attack Detection
Intrusion Detection System
Unknown Attack Detection

Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption

Authors: Xuanqi Liu, Zhuotao Liu, Qi Li, Ke Xu, Mingwei Xu | Published: 2024-03-17
Training Protocol
Privacy Protection Method
Federated Learning

QuantumLeak: Stealing Quantum Neural Networks from Cloud-based NISQ Machines

Authors: Zhenxiao Fu, Min Yang, Cheng Chu, Yilun Xu, Gang Huang, Fan Chen | Published: 2024-03-16
Watermarking
Model Extraction Attack
Quantum Framework