Literature Database

MER-Inspector: Assessing model extraction risks from an attack-agnostic perspective

Authors: Xinwei Zhang, Haibo Hu, Qingqing Ye, Li Bai, Huadi Zheng | Published: 2025-09-23
Model Extraction Attack
Model Design
Risk Assessment

Coherence-driven inference for cybersecurity

Authors: Steve Huntsman | Published: 2025-09-23
Algorithm
Security Analysis
Information Gathering Methods

Strategic Dishonesty Can Undermine AI Safety Evaluations of Frontier LLM

Authors: Alexander Panfilov, Evgenii Kortukov, Kristina Nikolić, Matthias Bethge, Sebastian Lapuschkin, Wojciech Samek, Ameya Prabhu, Maksym Andriushchenko, Jonas Geiping | Published: 2025-09-22
Hallucination
武器設計手法
Fraud Techniques

Synth-MIA: A Testbed for Auditing Privacy Leakage in Tabular Data Synthesis

Authors: Joshua Ward, Xiaofeng Lin, Chi-Hua Wang, Guang Cheng | Published: 2025-09-22
Privacy Analysis
Membership Inference
Differential Privacy

Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings

Authors: Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti, Silvio Ranise | Published: 2025-09-22
Client Selection Method
Adversarial Learning
Federated Learning

SilentStriker:Toward Stealthy Bit-Flip Attacks on Large Language Models

Authors: Haotian Xu, Qingsong Peng, Jie Shi, Huadi Zheng, Yu Li, Cheng Zhuo | Published: 2025-09-22
Indirect Prompt Injection
Model DoS
評価メトリクス

LLM-Driven SAST-Genius: A Hybrid Static Analysis Framework for Comprehensive and Actionable Security

Authors: Vaibhav Agrawal, Kiarash Ahi | Published: 2025-09-18 | Updated: 2025-09-23
Prompt Injection
Vulnerability Assessment Method
Static Analysis

Evil Vizier: Vulnerabilities of LLM-Integrated XR Systems

Authors: Yicheng Zhang, Zijian Huang, Sophie Chen, Erfan Shayegani, Jiasi Chen, Nael Abu-Ghazaleh | Published: 2025-09-18
Security Analysis
Prompt Injection
Attack Action Model

Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction

Authors: Yuanbo Xie, Yingjie Zhang, Tianyun Liu, Duohe Ma, Tingwen Liu | Published: 2025-09-18
Prompt Injection
Safety Alignment
拒否メカニズム

Variables Ordering Optimization in Boolean Characteristic Set Method Using Simulated Annealing and Machine Learning-based Time Prediction

Authors: Minzhong Luo, Yudong Sun, Yin Long | Published: 2025-09-18
Algorithm
Optimization Methods
Evaluation Method