Prompt leaking

Automatically Generating Rules of Malicious Software Packages via Large Language Model

Authors: XiangRui Zhang, HaoYu Chen, Yongzhong He, Wenjia Niu, Qiang Li | Published: 2025-04-24
Threats to The OSS Ecosystem
Prompt leaking
Malware Detection Method

Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code

Authors: Md. Azizul Hakim Bappy, Hossen A Mustafa, Prottoy Saha, Rajinus Salehat | Published: 2025-04-23
LLM Performance Evaluation
Training Method
Prompt leaking

Can LLMs Handle WebShell Detection? Overcoming Detection Challenges with Behavioral Function-Aware Framework

Authors: Feijiang Han, Jiaming Zhang, Chuyi Deng, Jianheng Tang, Yunhuai Liu | Published: 2025-04-14 | Updated: 2025-08-26
Data Generation Method
Program Analysis
Prompt leaking

Select Me! When You Need a Tool: A Black-box Text Attack on Tool Selection

Authors: Liuji Chen, Hao Gao, Jinghao Zhang, Qiang Liu, Shu Wu, Liang Wang | Published: 2025-04-07
Prompt leaking
Information Security
Adversarial Example

Generative Large Language Model usage in Smart Contract Vulnerability Detection

Authors: Peter Ince, Jiangshan Yu, Joseph K. Liu, Xiaoning Du | Published: 2025-04-07
Prompt Injection
Prompt leaking
Vulnerability Analysis

Representation Bending for Large Language Model Safety

Authors: Ashkan Yousefpour, Taeheon Kim, Ryan S. Kwon, Seungbeen Lee, Wonje Jeung, Seungju Han, Alvin Wan, Harrison Ngan, Youngjae Yu, Jonghyun Choi | Published: 2025-04-02
Prompt Injection
Prompt leaking
Safety Alignment

THEMIS: Towards Practical Intellectual Property Protection for Post-Deployment On-Device Deep Learning Models

Authors: Yujin Huang, Zhi Zhang, Qingchuan Zhao, Xingliang Yuan, Chunyang Chen | Published: 2025-03-31
Prompt leaking
Model Protection Methods
Model Extraction Attack

Large Language Models are Unreliable for Cyber Threat Intelligence

Authors: Emanuele Mezzi, Fabio Massacci, Katja Tuma | Published: 2025-03-29 | Updated: 2025-07-16
Few-Shot Learning
Prompt leaking
Performance Evaluation Method

Large Language Models powered Network Attack Detection: Architecture, Opportunities and Case Study

Authors: Xinggong Zhang, Qingyang Li, Yunpeng Tan, Zongming Guo, Lei Zhang, Yong Cui | Published: 2025-03-24
Prompt Injection
Prompt leaking
Intrusion Detection System

Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices

Authors: Ziyao Wang, Yexiao He, Zheyu Shen, Yu Li, Guoheng Sun, Myungjin Lee, Ang Li | Published: 2025-03-19
Privacy Protection Method
Prompt leaking
Deep Learning