Prompt Injection

Invisible Threats from Model Context Protocol: Generating Stealthy Injection Payload via Tree-based Adaptive Search

Authors: Yulin Shen, Xudong Pan, Geng Hong, Min Yang | Published: 2026-03-25
Phishing Attack
Prompt Injection
Attackers and Malicious Devices

Not All Tokens Are Created Equal: Query-Efficient Jailbreak Fuzzing for LLMs

Authors: Wenyu Chen, Xiangtao Meng, Chuanchao Zang, Li Wang, Xinyu Gao, Jianing Wang, Peng Zhan, Zheng Li, Shanqing Guo | Published: 2026-03-24
LLM Performance Evaluation
Prompt Injection
Evaluation Method

Robust Safety Monitoring of Language Models via Activation Watermarking

Authors: Toluwani Aremu, Daniil Ognev, Samuele Poppi, Nils Lukas | Published: 2026-03-24
Watermarking
Safety of Data Generation
Prompt Injection

Cascade: Composing Software-Hardware Attack Gadgets for Adversarial Threat Amplification in Compound AI Systems

Authors: Sarbartha Banerjee, Prateek Sahu, Anjo Vahldiek-Oberwagner, Jose Sanchez Vicarte, Mohit Tiwari | Published: 2026-03-12
Prompt Injection
Model Extraction Attack
Vulnerability Management

Understanding LLM Behavior When Encountering User-Supplied Harmful Content in Harmless Tasks

Authors: Junjie Chu, Yiting Qu, Ye Leng, Michael Backes, Yun Shen, Savvas Zannettou, Yang Zhang | Published: 2026-03-12
Prompt Injection
Prompt leaking
Risk Assessment

Taming OpenClaw: Security Analysis and Mitigation of Autonomous LLM Agent Threats

Authors: Xinhao Deng, Yixiang Zhang, Jiaqing Wu, Jiaqi Bai, Sibo Yi, Zhuoheng Zou, Yue Xiao, Rennai Qiu, Jianan Ma, Jialuo Chen, Xiaohu Du, Xiaofang Yang, Shiwen Cui, Changhua Meng, Weiqiang Wang, Jiaxing Song, Ke Xu, Qi Li | Published: 2026-03-12
Indirect Prompt Injection
Prompt Injection
Vulnerability Management

TOSSS: a CVE-based Software Security Benchmark for Large Language Models

Authors: Marc Damie, Murat Bilgehan Ertan, Domenico Essoussi, Angela Makhanu, Gaëtan Peter, Roos Wensveen | Published: 2026-03-11
LLM Performance Evaluation
Prompt Injection
Evaluation Method

CacheSolidarity: Preventing Prefix Caching Side Channels in Multi-tenant LLM Serving Systems

Authors: Panagiotis Georgios Pennas, Konstantinos Papaioannou, Marco Guarnieri, Thaleia Dimitra Doudali | Published: 2026-03-11
LLM Performance Evaluation
Prompt Injection
Prompt leaking

Don’t Let the Claw Grip Your Hand: A Security Analysis and Defense Framework for OpenClaw

Authors: Zhengyang Shan, Jiayun Xin, Yue Zhang, Minghui Xu | Published: 2026-03-11
Indirect Prompt Injection
Prompt Injection
安全性分析

Compartmentalization-Aware Automated Program Repair

Authors: Jia Hu, Youcheng Sun, Pierre Olivier | Published: 2026-03-10
Prompt Injection
Dynamic Vulnerability Management
Vulnerability Management