Dataset Generation

Enhancing Network Intrusion Detection Performance using Generative Adversarial Networks

Authors: Xinxing Zhao, Kar Wai Fok, Vrizlynn L. L. Thing | Published: 2024-04-11
Watermarking
Cybersecurity
Dataset Generation

Prompt Public Large Language Models to Synthesize Data for Private On-device Applications

Authors: Shanshan Wu, Zheng Xu, Yanxiang Zhang, Yuanbo Zhang, Daniel Ramage | Published: 2024-04-05 | Updated: 2024-08-07
Dataset Generation
Privacy Protection Method
Federated Learning

Generative AI-Based Effective Malware Detection for Embedded Computing Systems

Authors: Sreenitha Kasarapu, Sanket Shukla, Rakibul Hassan, Avesta Sasan, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao | Published: 2024-04-02 | Updated: 2024-04-12
Dataset Generation
Malware Classification
Malware Detection with Limited Samples

A Backdoor Approach with Inverted Labels Using Dirty Label-Flipping Attacks

Authors: Orson Mengara | Published: 2024-03-29 | Updated: 2024-04-07
Dataset Generation
Backdoor Attack
Poisoning

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

NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models

Authors: Chen Qian, Xiaochang Li, Qineng Wang, Gang Zhou, Huajie Shao | Published: 2024-03-15 | Updated: 2024-03-19
Watermarking
Dataset Generation
Network Threat Detection

Cross-ecosystem categorization: A manual-curation protocol for the categorization of Java Maven libraries along Python PyPI Topics

Authors: Ranindya Paramitha, Yuan Feng, Fabio Massacci, Carlos E. Budde | Published: 2024-03-10
Dataset Generation
Library Classification

Evaluating Efficacy of Model Stealing Attacks and Defenses on Quantum Neural Networks

Authors: Satwik Kundu, Debarshi Kundu, Swaroop Ghosh | Published: 2024-02-18
Dataset Generation
Model Extraction Attack
Defense Method

On the Cross-Dataset Generalization of Machine Learning for Network Intrusion Detection

Authors: Marco Cantone, Claudio Marrocco, Alessandro Bria | Published: 2024-02-15
Dataset Generation
Intrusion Detection System
Attack Evaluation

CyberMetric: A Benchmark Dataset based on Retrieval-Augmented Generation for Evaluating LLMs in Cybersecurity Knowledge

Authors: Norbert Tihanyi, Mohamed Amine Ferrag, Ridhi Jain, Tamas Bisztray, Merouane Debbah | Published: 2024-02-12 | Updated: 2024-06-03
LLM Performance Evaluation
Cybersecurity
Dataset Generation