Literature Database

Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

Authors: Nada Lahjouji, Ashwin Gerard Colaco | Published: 2026-06-25
Indirect Prompt Injection
Data Privacy Assessment
Privacy-Preserving Data Mining

Empirical Software Engineering TerraProbe: A Layered-Oracle Framework for Detecting Deceptive Fixes in LLM-Assisted Terraform

Authors: Manar Alsaid, Chimdumebi Nebolisa, Faris Abbas | Published: 2026-06-25
バグ修正手法
Threat modeling
Vulnerability Assessment Method

Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models

Authors: Abrar Alotaibi, Moataz Ahmed | Published: 2026-06-25
Disabling Safety Mechanisms of LLM
Data Generation Method
Model DoS

Adaptive Evaluation of Out-of-Band Defenses Against Prompt Injection in LLM Agents

Authors: Praneeth Narisetty, Shiva Nagendra Babu Kore, Uday Kumar Reddy Kattamanchi, Jayaram Kumarapu | Published: 2026-06-25
Indirect Prompt Injection
エージェント操作手法
透かし攻撃

Detect, Unlearn, Restore: Defending Text Summarization Models Against Data Poisoning

Authors: Poojitha Thota, Shirin Nilizadeh | Published: 2026-06-24
データセットの影響
データ毒性攻撃
Poisoning

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

Authors: Tânia Carvalho, Maxime Cordy | Published: 2026-06-24
Data Privacy Assessment
Membership Inference
Differential Privacy

Color Matters: Trigger Color Affects Success in Federated Backdoor Attacks

Authors: Kavindu Herath, Joshua C. Zhao, Saurabh Bagchi | Published: 2026-06-24
Backdoor Attack Techniques
色パレットの影響
Watermark Design

Can Machine Learning Break Wi-Fi Privacy? A Study on MAC Address Randomization

Authors: Marta Puig, Costas Michaelides, Lucia Pintor, Boris Bellalta, Francesc Wilhelmi | Published: 2026-06-24
データセットの影響
Performance Evaluation
Feature Engineering

Do Encoders Suffice? A Systematic Comparison of Encoder and Decoder Safety Judges for LLM Adversarial Evaluation

Authors: Han Jeon, Shiv Medler, Joseph Voyles, Matt Wood | Published: 2026-06-24
データセットの影響
Data Generation Method
Prompt Injection

RAS: Measuring LLM Safety Through Refusal Alignment

Authors: Chang-Chieh Huang, Yan-Lun Chen, Chia-Mu Yu, Wei-Bin Lee | Published: 2026-06-24
Prompt Injection
Calculation of Output Harmfulness
Large Language Model