AIセキュリティポータルbot

Large Language Models powered Network Attack Detection: Architecture, Opportunities and Case Study

Authors: Xinggong Zhang, Qingyang Li, Yunpeng Tan, Zongming Guo, Lei Zhang, Yong Cui | Published: 2025-03-24
Prompt Injection
Prompt leaking
Intrusion Detection System
2025.03.24 2025.05.27
Literature Database

Knowledge Transfer from LLMs to Provenance Analysis: A Semantic-Augmented Method for APT Detection

Authors: Fei Zuo, Junghwan Rhee, Yung Ryn Choe | Published: 2025-03-24
Cyber Threat Intelligence
Prompt Injection
Information Extraction
2025.03.24 2025.05.27
Literature Database

Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions

Authors: Yunfei Yang, Xiaojun Chen, Yuexin Xuan, Zhendong Zhao | Published: 2025-03-23
Model Extraction Attack
Malicious Client
Defense Effectiveness Analysis
2025.03.23 2025.05.27
Literature Database

STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models

Authors: Xunguang Wang, Wenxuan Wang, Zhenlan Ji, Zongjie Li, Pingchuan Ma, Daoyuan Wu, Shuai Wang | Published: 2025-03-23
Prompt Injection
Malicious Prompt
Effectiveness Analysis of Defense Methods
2025.03.23 2025.05.27
Literature Database

NVBleed: Covert and Side-Channel Attacks on NVIDIA Multi-GPU Interconnect

Authors: Yicheng Zhang, Ravan Nazaraliyev, Sankha Baran Dutta, Andres Marquez, Kevin Barker, Nael Abu-Ghazaleh | Published: 2025-03-22
Cloud Computing
Side-Channel Attack
Attack Method
2025.03.22 2025.05.27
Literature Database

Language Models May Verbatim Complete Text They Were Not Explicitly Trained On

Authors: Ken Ziyu Liu, Christopher A. Choquette-Choo, Matthew Jagielski, Peter Kairouz, Sanmi Koyejo, Percy Liang, Nicolas Papernot | Published: 2025-03-21 | Updated: 2025-03-25
RAG
Membership Disclosure Risk
Adversarial attack
2025.03.21 2025.05.27
Literature Database

CVE-Bench: A Benchmark for AI Agents’ Ability to Exploit Real-World Web Application Vulnerabilities

Authors: Yuxuan Zhu, Antony Kellermann, Dylan Bowman, Philip Li, Akul Gupta, Adarsh Danda, Richard Fang, Conner Jensen, Eric Ihli, Jason Benn, Jet Geronimo, Avi Dhir, Sudhit Rao, Kaicheng Yu, Twm Stone, Daniel Kang | Published: 2025-03-21
Indirect Prompt Injection
Cyber Threat
Vulnerability Prediction
2025.03.21 2025.05.27
Literature Database

Bugdar: AI-Augmented Secure Code Review for GitHub Pull Requests

Authors: John Naulty, Eason Chen, Joy Wang, George Digkas, Kostas Chalkias | Published: 2025-03-21
Poisoning attack on RAG
System Development
Vulnerability Analysis
2025.03.21 2025.05.27
Literature Database

Towards LLM Guardrails via Sparse Representation Steering

Authors: Zeqing He, Zhibo Wang, Huiyu Xu, Kui Ren | Published: 2025-03-21
Sparse Representation Method
Model Interpretability
Role of Machine Learning
2025.03.21 2025.05.27
Literature Database

ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks

Authors: Zhan Cheng, Bolin Shen, Tianming Sha, Yuan Gao, Shibo Li, Yushun Dong | Published: 2025-03-20
Graph Neural Network
Model Performance Evaluation
Analysis of Detection Methods
2025.03.20 2025.05.27
Literature Database
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