Attack Method

When LLMs Copy to Think: Uncovering Copy-Guided Attacks in Reasoning LLMs

Authors: Yue Li, Xiao Li, Hao Wu, Yue Zhang, Fengyuan Xu, Xiuzhen Cheng, Sheng Zhong | Published: 2025-07-22
Prompt leaking
Model DoS
Attack Method

From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction

Authors: Ahmed Lekssays, Husrev Taha Sencar, Ting Yu | Published: 2025-07-22
Indirect Prompt Injection
Attack Method
Threat modeling

Depth Gives a False Sense of Privacy: LLM Internal States Inversion

Authors: Tian Dong, Yan Meng, Shaofeng Li, Guoxing Chen, Zhen Liu, Haojin Zhu | Published: 2025-07-22
Prompt Injection
Prompt leaking
Attack Method

The Hidden Dangers of Browsing AI Agents

Authors: Mykyta Mudryi, Markiyan Chaklosh, Grzegorz Wójcik | Published: 2025-05-19
LLM Security
Indirect Prompt Injection
Attack Method

Evaluating the efficacy of LLM Safety Solutions : The Palit Benchmark Dataset

Authors: Sayon Palit, Daniel Woods | Published: 2025-05-19 | Updated: 2025-05-20
LLM Security
Prompt Injection
Attack Method

From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents

Authors: Liangxuan Wu, Chao Wang, Tianming Liu, Yanjie Zhao, Haoyu Wang | Published: 2025-05-19 | Updated: 2025-05-20
LLM Security
Indirect Prompt Injection
Attack Method

Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks

Authors: Yixin Cheng, Hongcheng Guo, Yangming Li, Leonid Sigal | Published: 2025-05-08
Prompt leaking
Attack Method
Watermarking Technology

ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models

Authors: Jin Xie, Ruishi He, Songze Li, Xiaojun Jia, Shouling Ji | Published: 2025-04-29
Backdoor Detection
Privacy Violation
Attack Method

Token-Efficient Prompt Injection Attack: Provoking Cessation in LLM Reasoning via Adaptive Token Compression

Authors: Yu Cui, Yujun Cai, Yiwei Wang | Published: 2025-04-29
Token Compression Framework
Prompt Injection
Attack Method

Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction

Authors: Yulin Chen, Haoran Li, Yuan Sui, Yue Liu, Yufei He, Yangqiu Song, Bryan Hooi | Published: 2025-04-29
Indirect Prompt Injection
Prompt validation
Attack Method