Attack Method

Safety at Scale: A Comprehensive Survey of Large Model Safety

Authors: Xingjun Ma, Yifeng Gao, Yixu Wang, Ruofan Wang, Xin Wang, Ye Sun, Yifan Ding, Hengyuan Xu, Yunhao Chen, Yunhan Zhao, Hanxun Huang, Yige Li, Jiaming Zhang, Xiang Zheng, Yang Bai, Zuxuan Wu, Xipeng Qiu, Jingfeng Zhang, Yiming Li, Xudong Han, Haonan Li, Jun Sun, Cong Wang, Jindong Gu, Baoyuan Wu, Siheng Chen, Tianwei Zhang, Yang Liu, Mingming Gong, Tongliang Liu, Shirui Pan, Cihang Xie, Tianyu Pang, Yinpeng Dong, Ruoxi Jia, Yang Zhang, Shiqing Ma, Xiangyu Zhang, Neil Gong, Chaowei Xiao, Sarah Erfani, Tim Baldwin, Bo Li, Masashi Sugiyama, Dacheng Tao, James Bailey, Yu-Gang Jiang | Published: 2025-02-02 | Updated: 2025-03-19
Indirect Prompt Injection
Prompt Injection
Attack Method

Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency

Authors: Shiji Zhao, Ranjie Duan, Fengxiang Wang, Chi Chen, Caixin Kang, Jialing Tao, YueFeng Chen, Hui Xue, Xingxing Wei | Published: 2025-01-09
Text Shuffle Inconsistency
Prompt Injection
Attack Method

AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning

Authors: Meryem Malak Dif, Mouhamed Amine Bouchiha, Mourad Rabah, Yacine Ghamri-Doudane | Published: 2025-01-08
Privacy Protection
Framework
Attack Method

Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models

Authors: Yanjiang Liu, Shuhen Zhou, Yaojie Lu, Huijia Zhu, Weiqiang Wang, Hongyu Lin, Ben He, Xianpei Han, Le Sun | Published: 2025-01-03
Framework
Prompt Injection
Attack Method

Image-based Multimodal Models as Intruders: Transferable Multimodal Attacks on Video-based MLLMs

Authors: Linhao Huang, Xue Jiang, Zhiqiang Wang, Wentao Mo, Xi Xiao, Bo Han, Yongjie Yin, Feng Zheng | Published: 2025-01-02 | Updated: 2025-01-10
Attack Evaluation
Attack Method
Adversarial Example

Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models

Authors: Ma Teng, Jia Xiaojun, Duan Ranjie, Li Xinfeng, Huang Yihao, Chu Zhixuan, Liu Yang, Ren Wenqi | Published: 2024-12-08 | Updated: 2025-01-03
Content Moderation
Prompt Injection
Attack Method

Indiscriminate Disruption of Conditional Inference on Multivariate Gaussians

Authors: William N. Caballero, Matthew LaRosa, Alexander Fisher, Vahid Tarokh | Published: 2024-11-21
Attack Method
Optimization Problem

Unmasking the Shadows: Pinpoint the Implementations of Anti-Dynamic Analysis Techniques in Malware Using LLM

Authors: Haizhou Wang, Nanqing Luo, Xusheng Li, Peng LIu | Published: 2024-11-08 | Updated: 2025-04-29
Malware Evolution
Attack Method
Analysis of Detection Methods

Defense Against Prompt Injection Attack by Leveraging Attack Techniques

Authors: Yulin Chen, Haoran Li, Zihao Zheng, Yangqiu Song, Dekai Wu, Bryan Hooi | Published: 2024-11-01 | Updated: 2025-07-22
Indirect Prompt Injection
Prompt Injection
Attack Method

Low-Rank Adversarial PGD Attack

Authors: Dayana Savostianova, Emanuele Zangrando, Francesco Tudisco | Published: 2024-10-16
Attack Method