Prompt Injection

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Authors: Kun Wang, Guibin Zhang, Zhenhong Zhou, Jiahao Wu, Miao Yu, Shiqian Zhao, Chenlong Yin, Jinhu Fu, Yibo Yan, Hanjun Luo, Liang Lin, Zhihao Xu, Haolang Lu, Xinye Cao, Xinyun Zhou, Weifei Jin, Fanci Meng, Junyuan Mao, Yu Wang, Hao Wu, Minghe Wang, Fan Zhang, Junfeng Fang, Wenjie Qu, Yue Liu, Chengwei Liu, Yifan Zhang, Qiankun Li, Chongye Guo, Yalan Qin, Zhaoxin Fan, Yi Ding, Donghai Hong, Jiaming Ji, Yingxin Lai, Zitong Yu, Xinfeng Li, Yifan Jiang, Yanhui Li, Xinyu Deng, Junlin Wu, Dongxia Wang, Yihao Huang, Yufei Guo, Jen-tse Huang, Qiufeng Wang, Wenxuan Wang, Dongrui Liu, Yanwei Yue, Wenke Huang, Guancheng Wan, Heng Chang, Tianlin Li, Yi Yu, Chenghao Li, Jiawei Li, Lei Bai, Jie Zhang, Qing Guo, Jingyi Wang, Tianlong Chen, Joey Tianyi Zhou, Xiaojun Jia, Weisong Sun, Cong Wu, Jing Chen, Xuming Hu, Yiming Li, Xiao Wang, Ningyu Zhang, Luu Anh Tuan, Guowen Xu, Jiaheng Zhang, Tianwei Zhang, Xingjun Ma, Jindong Gu, Xiang Wang, Bo An, Jun Sun, Mohit Bansal, Shirui Pan, Lingjuan Lyu, Yuval Elovici, Bhavya Kailkhura, Yaodong Yang, Hongwei Li, Wenyuan Xu, Yizhou Sun, Wei Wang, Qing Li, Ke Tang, Yu-Gang Jiang, Felix Juefei-Xu, Hui Xiong, Xiaofeng Wang, Dacheng Tao, Philip S. Yu, Qingsong Wen, Yang Liu | Published: 2025-04-22 | Updated: 2025-05-19
Alignment
Safety of Data Generation
Prompt Injection
2025.04.22 2025.05.27
Literature Database

BadApex: Backdoor Attack Based on Adaptive Optimization Mechanism of Black-box Large Language Models

Authors: Zhengxian Wu, Juan Wen, Wanli Peng, Ziwei Zhang, Yinghan Zhou, Yiming Xue | Published: 2025-04-18 | Updated: 2025-04-21
Prompt Injection
Attack Detection
Watermarking Technology
2025.04.18 2025.05.27
Literature Database

GraphAttack: Exploiting Representational Blindspots in LLM Safety Mechanisms

Authors: Sinan He, An Wang | Published: 2025-04-17
Alignment
Prompt Injection
Vulnerability Research
2025.04.17 2025.05.27
Literature Database

The Digital Cybersecurity Expert: How Far Have We Come?

Authors: Dawei Wang, Geng Zhou, Xianglong Li, Yu Bai, Li Chen, Ting Qin, Jian Sun, Dan Li | Published: 2025-04-16
LLM Performance Evaluation
Poisoning attack on RAG
Prompt Injection
2025.04.16 2025.05.27
Literature Database

Bypassing Prompt Injection and Jailbreak Detection in LLM Guardrails

Authors: William Hackett, Lewis Birch, Stefan Trawicki, Neeraj Suri, Peter Garraghan | Published: 2025-04-15 | Updated: 2025-04-16
LLM Performance Evaluation
Prompt Injection
Adversarial Attack Analysis
2025.04.15 2025.05.27
Literature Database

Do We Really Need Curated Malicious Data for Safety Alignment in Multi-modal Large Language Models?

Authors: Yanbo Wang, Jiyang Guan, Jian Liang, Ran He | Published: 2025-04-14
Prompt Injection
Bias in Training Data
Safety Alignment
2025.04.14 2025.05.27
Literature Database

An Investigation of Large Language Models and Their Vulnerabilities in Spam Detection

Authors: Qiyao Tang, Xiangyang Li | Published: 2025-04-14
LLM Performance Evaluation
Prompt Injection
Model DoS
2025.04.14 2025.05.27
Literature Database

CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent

Authors: Liang-bo Ning, Shijie Wang, Wenqi Fan, Qing Li, Xin Xu, Hao Chen, Feiran Huang | Published: 2025-04-13 | Updated: 2025-04-24
Indirect Prompt Injection
Prompt Injection
Attacker Behavior Analysis
2025.04.13 2025.05.27
Literature Database

Sugar-Coated Poison: Benign Generation Unlocks LLM Jailbreaking

Authors: Yu-Hang Wu, Yu-Jie Xiong, Jie-Zhang | Published: 2025-04-08
LLM Application
Prompt Injection
Large Language Model
2025.04.08 2025.05.27
Literature Database

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
2025.04.07 2025.05.27
Literature Database
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