LLM Security

MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector

Authors: Wenjie Fu, Huandong Wang, Chen Gao, Guanghua Liu, Yong Li, Tao Jiang | Published: 2024-08-16
LLM Security
Prompt Injection
Membership Inference

DePrompt: Desensitization and Evaluation of Personal Identifiable Information in Large Language Model Prompts

Authors: Xiongtao Sun, Gan Liu, Zhipeng He, Hui Li, Xiaoguang Li | Published: 2024-08-16
LLM Security
Privacy Protection Method
Prompt Injection

Prefix Guidance: A Steering Wheel for Large Language Models to Defend Against Jailbreak Attacks

Authors: Jiawei Zhao, Kejiang Chen, Xiaojian Yuan, Weiming Zhang | Published: 2024-08-15 | Updated: 2024-08-22
LLM Security
Prompt Injection
Defense Method

Casper: Prompt Sanitization for Protecting User Privacy in Web-Based Large Language Models

Authors: Chun Jie Chong, Chenxi Hou, Zhihao Yao, Seyed Mohammadjavad Seyed Talebi | Published: 2024-08-13
LLM Security
Privacy Protection
Prompt Injection

Kov: Transferable and Naturalistic Black-Box LLM Attacks using Markov Decision Processes and Tree Search

Authors: Robert J. Moss | Published: 2024-08-11
LLM Security
Prompt Injection
Compliance with Ethical Guidelines

Towards Automatic Hands-on-Keyboard Attack Detection Using LLMs in EDR Solutions

Authors: Amit Portnoy, Ehud Azikri, Shay Kels | Published: 2024-08-04
LLM Security
Endpoint Detection
Data Collection

Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities

Authors: Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev, Hussam Al Hamadi, Engin Zeydan | Published: 2024-08-01 | Updated: 2025-01-06
LLM Security
Membership Inference
Trust Evaluation Module

Jailbreaking Text-to-Image Models with LLM-Based Agents

Authors: Yingkai Dong, Zheng Li, Xiangtao Meng, Ning Yu, Shanqing Guo | Published: 2024-08-01 | Updated: 2024-09-09
LLM Security
Prompt Injection
Model Performance Evaluation

SLIP: Securing LLMs IP Using Weights Decomposition

Authors: Yehonathan Refael, Adam Hakim, Lev Greenberg, Tal Aviv, Satya Lokam, Ben Fishman, Shachar Seidman | Published: 2024-07-15 | Updated: 2024-08-01
LLM Security
Watermarking
Secure Communication Channel

TPIA: Towards Target-specific Prompt Injection Attack against Code-oriented Large Language Models

Authors: Yuchen Yang, Hongwei Yao, Bingrun Yang, Yiling He, Yiming Li, Tianwei Zhang, Zhan Qin, Kui Ren, Chun Chen | Published: 2024-07-12 | Updated: 2025-01-16
LLM Security
Prompt Injection
Attack Method