Literature Database

Auditing Representation-Space Fraud Detection: A Bayesian IRL Framework for Calibrated Uncertainty and Its Limits

Authors: Shivam Swarup, Divya Prakash Shrivastava, Rakesh Thakur | Published: 2026-11-02
Dataset Applicability
攻撃手法の説明
Research Methodology

SearchInject: Retrieval Exposure Control for Indirect Prompt Injection in Language-Model Search

Authors: Kainan Zhou, Gangzhen Qian, Janet Sung, Zhi Jing, Rong Bao, Qianru Lao | Published: 2026-11-02
Indirect Prompt Injection
Prompt validation
評価のバランス

Where Does MCP Security End? A Three-Tier Mitigation Mapping Framework for the OWASP MCP Top 10

Authors: Christopher Krakauer, Andreas Schaad | Published: 2026-11-02
MCPアーキテクチャの脆弱性
Cyber Threat
Prompt Injection

StateFence: Task-State Protection Against Evidence-Chain Contamination in Blue-Team LLM Agents

Authors: Haowen Dai, Alejandro Guerra-Manzanares | Published: 2026-11-02
Indirect Prompt Injection
攻撃手法評価
評価メトリクス

Cumulative and Audited Guardrail Tool Evolution for LLM Agent Safety

Authors: Xiao Yang, Aishan Liu, Siyuan Liang, Zonghao Ying, Le Wang, Jiakai Wang, Xianglong Liu, Dacheng Tao | Published: 2026-11-02
Indirect Prompt Injection
Security Analysis Method
リスク識別手法

Accessed, never disclosed: Silent access to protected health information by medical artificial intelligence agents

Authors: Jae Wang Lee, Abhirup Banerjee, Yeong Chan Lee | Published: 2026-11-02
Relationship of AI Systems
Data Integrity Constraints
評価プロトコル

Detect, Repair and Audit: A Hierarchical Multi-Agent Defense Against Adversarial Attacks in Energy Forecasting

Authors: Zewei Shi, Ruoxi Sun, Minhui Xue, Feng Liu, Hua Ma, Xingliang Yuan, Surya Nepal | Published: 2026-11-02
Multivariate Time Series Analysis
攻撃手法評価
Adversarial Example Detection

TextSeal2: Distortion-Free LLM Watermarking with Copula Mixing and Memoryless Races

Authors: Tom Sander, Pierre Fernandez, Itai Gat, Haiming Bao, Jiaxin Shi, Jason Park, Valeriu Lacatusu, Sylvestre-Alvise Rebuffi, Hongyan Chang, Hady Elsahar, Tomáš Souček, Tuan Tran, Surya Parimi, Alexandre Mourachko | Published: 2026-10-29
DNN IP Protection Method
Algorithm
Token Distribution Analysis

The Privacy and Security Risks of Edge LLM Optimization

Authors: Mingchen Li, Ren-Yi Huang, Dumindu Samaraweera, Prashant Shekhar, J. Morris Chang | Published: 2026-10-29
Edge Computing
Security Information Management

How I Aligned Your Model: Scaling Up Multilingual Safety Training with Templates

Authors: Max Neuwinger, Hanna Yukhymenko, Imanol Schlag | Published: 2026-10-29
Prompt Injection
Large Language Model
Malicious Prompt