Dataset Generation

From ML to LLM: Evaluating the Robustness of Phishing Webpage Detection Models against Adversarial Attacks

Authors: Aditya Kulkarni, Vivek Balachandran, Dinil Mon Divakaran, Tamal Das | Published: 2024-07-29 | Updated: 2025-03-15
Dataset Generation
Phishing Detection
Prompt Injection

MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models

Authors: Tianle Gu, Zeyang Zhou, Kexin Huang, Dandan Liang, Yixu Wang, Haiquan Zhao, Yuanqi Yao, Xingge Qiao, Keqing Wang, Yujiu Yang, Yan Teng, Yu Qiao, Yingchun Wang | Published: 2024-06-11 | Updated: 2024-06-13
LLM Performance Evaluation
Dataset Generation
Evaluation Method

Differentially Private Tabular Data Synthesis using Large Language Models

Authors: Toan V. Tran, Li Xiong | Published: 2024-06-03
Dataset Generation
Privacy Protection Method
Model Performance Evaluation

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data

Authors: Haoran Li, Xinyuan Zhao, Dadi Guo, Hanlin Gu, Ziqian Zeng, Yuxing Han, Yangqiu Song, Lixin Fan, Qiang Yang | Published: 2024-05-23
Few-Shot Learning
Dataset Generation
Privacy Protection Method

LLMPot: Dynamically Configured LLM-based Honeypot for Industrial Protocol and Physical Process Emulation

Authors: Christoforos Vasilatos, Dunia J. Mahboobeh, Hithem Lamri, Manaar Alam, Michail Maniatakos | Published: 2024-05-09 | Updated: 2025-05-19
ICS Honeypot Development
Dataset Generation
Model Performance Evaluation

Analysis and prevention of AI-based phishing email attacks

Authors: Chibuike Samuel Eze, Lior Shamir | Published: 2024-05-08
Dataset Generation
Phishing Detection
Machine Learning Method

SEvenLLM: Benchmarking, Eliciting, and Enhancing Abilities of Large Language Models in Cyber Threat Intelligence

Authors: Hangyuan Ji, Jian Yang, Linzheng Chai, Chaoren Wei, Liqun Yang, Yunlong Duan, Yunli Wang, Tianzhen Sun, Hongcheng Guo, Tongliang Li, Changyu Ren, Zhoujun Li | Published: 2024-05-06 | Updated: 2024-06-03
LLM Performance Evaluation
Cybersecurity
Dataset Generation

Ransomware Detection and Classification Using Random Forest: A Case Study with the UGRansome2024 Dataset

Authors: Peace Azugo, Hein Venter, Mike Wa Nkongolo | Published: 2024-04-19
Cybersecurity
Dataset Generation
Ransomware Assessment

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