Prompt Injection

DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection

Authors: Yizheng Chen, Zhoujie Ding, Lamya Alowain, Xinyun Chen, David Wagner | Published: 2023-04-01 | Updated: 2023-08-09
Security label
Prompt Injection
Vulnerability detection

MGTBench: Benchmarking Machine-Generated Text Detection

Authors: Xinlei He, Xinyue Shen, Zeyuan Chen, Michael Backes, Yang Zhang | Published: 2023-03-26 | Updated: 2024-01-16
MGT Detection Method
Prompt Injection
Performance Evaluation

Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense

Authors: Kalpesh Krishna, Yixiao Song, Marzena Karpinska, John Wieting, Mohit Iyyer | Published: 2023-03-23 | Updated: 2023-10-18
DNN IP Protection Method
Prompt Injection
Machine Learning Technology

Not what you’ve signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection

Authors: Kai Greshake, Sahar Abdelnabi, Shailesh Mishra, Christoph Endres, Thorsten Holz, Mario Fritz | Published: 2023-02-23 | Updated: 2023-05-05
Indirect Prompt Injection
Prompt Injection
Malicious Prompt

Attacks in Adversarial Machine Learning: A Systematic Survey from the Life-cycle Perspective

Authors: Baoyuan Wu, Zihao Zhu, Li Liu, Qingshan Liu, Zhaofeng He, Siwei Lyu | Published: 2023-02-19 | Updated: 2024-01-04
Backdoor Attack
Prompt Injection
Poisoning Attack

Large Language Models for Code: Security Hardening and Adversarial Testing

Authors: Jingxuan He, Martin Vechev | Published: 2023-02-10 | Updated: 2024-08-16
Security Assurance
Prompt Injection
Vulnerability Analysis

CodeLMSec Benchmark: Systematically Evaluating and Finding Security Vulnerabilities in Black-Box Code Language Models

Authors: Hossein Hajipour, Keno Hassler, Thorsten Holz, Lea Schönherr, Mario Fritz | Published: 2023-02-08 | Updated: 2023-10-23
Code Generation
Prompt Injection
Vulnerability Analysis

A Watermark for Large Language Models

Authors: John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, Tom Goldstein | Published: 2023-01-24 | Updated: 2024-05-01
Watermarking
Prompt Injection
Analysis of Detection Methods

Efficient Attack Detection in IoT Devices using Feature Engineering-Less Machine Learning

Authors: Arshiya Khan, Chase Cotton | Published: 2023-01-09
IoT Device Identification
Prompt Injection
Malicious Package Detection

IronForge: An Open, Secure, Fair, Decentralized Federated Learning

Authors: Guangsheng Yu, Xu Wang, Caijun Sun, Qin Wang, Ping Yu, Wei Ni, Ren Ping Liu, Xiwei Xu | Published: 2023-01-07
Privacy Enhancing Technology
Prompt Injection
Reward Mechanism Design