LLM Performance Evaluation

Generative AI in Cybersecurity: A Comprehensive Review of LLM Applications and Vulnerabilities

Authors: Mohamed Amine Ferrag, Fatima Alwahedi, Ammar Battah, Bilel Cherif, Abdechakour Mechri, Norbert Tihanyi, Tamas Bisztray, Merouane Debbah | Published: 2024-05-21 | Updated: 2025-01-17
LLM Performance Evaluation
Cybersecurity
Prompt Injection

Information Leakage from Embedding in Large Language Models

Authors: Zhipeng Wan, Anda Cheng, Yinggui Wang, Lei Wang | Published: 2024-05-20 | Updated: 2024-05-22
LLM Performance Evaluation
Membership Inference
Model Performance Evaluation

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

Authors: Han Zhang, Akram Bin Sediq, Ali Afana, Melike Erol-Kantarci | Published: 2024-05-17
Few-Shot Learning
LLM Performance Evaluation
Automated Intrusion Detection System

Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls

Authors: Pedro Miguel Sánchez Sánchez, Alberto Huertas Celdrán, Gérôme Bovet, Gregorio Martínez Pérez | Published: 2024-05-15
LLM Performance Evaluation
Data Preprocessing
Malware Classification

Towards Next-Generation Steganalysis: LLMs Unleash the Power of Detecting Steganography

Authors: Minhao Bai. Jinshuai Yang, Kaiyi Pang, Huili Wang, Yongfeng Huang | Published: 2024-05-15
LLM Performance Evaluation
Domain Independence
Watermark Evaluation

DoLLM: How Large Language Models Understanding Network Flow Data to Detect Carpet Bombing DDoS

Authors: Qingyang Li, Yihang Zhang, Zhidong Jia, Yannan Hu, Lei Zhang, Jianrong Zhang, Yongming Xu, Yong Cui, Zongming Guo, Xinggong Zhang | Published: 2024-05-13
DDoS Attack Detection
LLM Performance Evaluation
Model Performance Evaluation

Oedipus: LLM-enchanced Reasoning CAPTCHA Solver

Authors: Gelei Deng, Haoran Ou, Yi Liu, Jie Zhang, Tianwei Zhang, Yang Liu | Published: 2024-05-13
CAPTCHA Solver
LLM Performance Evaluation
Prompt Injection

PLeak: Prompt Leaking Attacks against Large Language Model Applications

Authors: Bo Hui, Haolin Yuan, Neil Gong, Philippe Burlina, Yinzhi Cao | Published: 2024-05-10 | Updated: 2024-05-14
LLM Performance Evaluation
Prompt Injection
Membership Inference

Risks of Practicing Large Language Models in Smart Grid: Threat Modeling and Validation

Authors: Jiangnan Li, Yingyuan Yang, Jinyuan Sun | Published: 2024-05-10 | Updated: 2025-04-21
LLM Performance Evaluation
Indirect Prompt Injection
Attack Detection

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