Literature Database

Lifecycle-Aware Dynamic Analysis for Secure ML Model Execution

Authors: Gabriele Digregorio, Marco Di Gennaro, Francesco Pastore, Stefano Zanero, Stefano Longari, Michele Carminati | Published: 2026-06-17
Model Robustness
Machine Learning
脆弱性検出手法

TRAP: Benchmark for Task-completion and Resistance to Active Privacy-extraction

Authors: Moon Ye-Bin, Nam Hyeon-Woo, Baek Seong-Eun, Yejin Yeo, Tae-Hyun Oh | Published: 2026-06-17
Task-Specific Tuning
Privacy Assurance
Privacy Protection Method

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

Authors: Xinjian Luo, Hongyan Chang, Jianxin Wei, Yuncheng Wu, Xiaofeng Gao, Meikang Qiu, Ting Yu, Xue Liu | Published: 2026-06-17
Prompt leaking
Model Extraction Attack
Image Classification Method

Understanding and Mitigating Prompt Leaking Attacks in Real-World LLM-Based Applications

Authors: Yong Yang, Chong Fu, Tong Zhang, Rui Zeng, Qingming Li, Tianyu Du, Zonghui Wang, Shouling Ji, Wenzhi Chen | Published: 2026-06-17
Data Leakage
Prompt leaking
Model Extraction Attack

MIDS: Detecting Stealthy Masquerade and Tampering Attacks on CAN Bus via Bidirectional Mamba

Authors: Qiqi Liu, Runhan Song, Lei Cui, Heng Zhang, Yuyan Sun, Limin Sun | Published: 2026-06-17
Dataset Analysis
Data Dependency
Anomaly Detection Method

Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents

Authors: Ankita Samaddar, Sandeep Neema, Daniel Balasubramanian, Xenofon Koutsoukos | Published: 2026-06-16
ポリシー学習
Vulnerability Research
Defense Mechanism

A Red-Team Study of Anthropic Fable 5 & Opus 4.8 Models

Authors: Nicola Franco | Published: 2026-06-16
Indirect Prompt Injection
Robustness Evaluation
Adversarial Attack Analysis

Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation

Authors: Abir Ashab Niloy, Ahmed Ryan, Imamul Hossain Rafi, Md Erfan, Md Rayhanur Rahman | Published: 2026-06-16
Dataset Analysis
攻撃シナリオ設計
機械学習による攻撃検出

Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports

Authors: Ahmed Ryan, Saad Sakib Noor, Md Erfan, Shaswata Mitra, Sudip Mittal, Md Rayhanur Rahman | Published: 2026-06-16
LLM Application
RAG
Dataset Analysis

Structural Role Injection in Handlebars-Templated LLM Prompts: Triple-Brace Interpolation, Delimiter Family, and the Limits of HTML Auto-Escaping

Authors: Mohammadreza Rashidi | Published: 2026-06-16
Prompt Injection
攻撃シナリオ
Defense Method