Prompt Injection

Optimizing Adaptive Attacks against Content Watermarks for Language Models

Authors: Abdulrahman Diaa, Toluwani Aremu, Nils Lukas | Published: 2024-10-03
LLM Security
Watermarking
Prompt Injection

Robust LLM safeguarding via refusal feature adversarial training

Authors: Lei Yu, Virginie Do, Karen Hambardzumyan, Nicola Cancedda | Published: 2024-09-30 | Updated: 2025-03-20
Prompt Injection
Model Robustness
Adversarial Learning

System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective

Authors: Fangzhou Wu, Ethan Cecchetti, Chaowei Xiao | Published: 2024-09-27 | Updated: 2024-10-10
LLM Security
Prompt Injection
Execution Trace Interference

An Adversarial Perspective on Machine Unlearning for AI Safety

Authors: Jakub Łucki, Boyi Wei, Yangsibo Huang, Peter Henderson, Florian Tramèr, Javier Rando | Published: 2024-09-26 | Updated: 2025-04-10
Prompt Injection
Safety Alignment
Machine Unlearning

Weak-to-Strong Backdoor Attack for Large Language Models

Authors: Shuai Zhao, Leilei Gan, Zhongliang Guo, Xiaobao Wu, Luwei Xiao, Xiaoyu Xu, Cong-Duy Nguyen, Luu Anh Tuan | Published: 2024-09-26 | Updated: 2024-10-13
Backdoor Attack
Prompt Injection

MoJE: Mixture of Jailbreak Experts, Naive Tabular Classifiers as Guard for Prompt Attacks

Authors: Giandomenico Cornacchia, Giulio Zizzo, Kieran Fraser, Muhammad Zaid Hameed, Ambrish Rawat, Mark Purcell | Published: 2024-09-26 | Updated: 2024-10-04
Guardrail Method
Content Moderation
Prompt Injection

PathSeeker: Exploring LLM Security Vulnerabilities with a Reinforcement Learning-Based Jailbreak Approach

Authors: Zhihao Lin, Wei Ma, Mingyi Zhou, Yanjie Zhao, Haoyu Wang, Yang Liu, Jun Wang, Li Li | Published: 2024-09-21 | Updated: 2024-10-03
LLM Performance Evaluation
Prompt Injection

LLM Honeypot: Leveraging Large Language Models as Advanced Interactive Honeypot Systems

Authors: Hakan T. Otal, M. Abdullah Canbaz | Published: 2024-09-12 | Updated: 2024-09-15
LLM Security
Cybersecurity
Prompt Injection

Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches

Authors: Jamal Al-Karaki, Muhammad Al-Zafar Khan, Marwan Omar | Published: 2024-09-11
LLM Security
Prompt Injection
Malware Classification

CLNX: Bridging Code and Natural Language for C/C++ Vulnerability-Contributing Commits Identification

Authors: Zeqing Qin, Yiwei Wu, Lansheng Han | Published: 2024-09-11
LLM Performance Evaluation
Program Analysis
Prompt Injection