AIセキュリティポータルbot

Comparative Analysis of Inference-Time Defense Methods for Multimodal Large Language Models

Authors: Bulat Nutfullin, Vladimir Evgrafov, Dmitry Namiot | Published: 2026-06-09
Data-Driven Vulnerability Assessment
Model Extraction Attack
Defensive Deception

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation

Authors: Yuchen Ling, Shengcheng Yu, Zhenyu Chen, Chunrong Fang | Published: 2026-06-09
Indirect Prompt Injection
Data-Centric Security
Backdoor Detection

Do LLMsMakeNeural Distinguishers Wise?

Authors: Tatsuya Sakagami, Masashi Hisai, Naoto Yanai | Published: 2026-06-09
LLM Application
Data Generation
Prompt leaking

Improving Adversarial Transferability on Vision-Language Pre-training Models via Surrogate-Specific Bias Correction

Authors: Lijia Yu, Jiuxin Cao, Yuchen Qiang, Changhao Chen, Yifei Huang, Bo Liu | Published: 2026-06-09
Certified Robustness
Robustness Improvement
Adversarial Attack Analysis

Advancing the State-of-the-Art in Empirical Privacy Auditing

Authors: Nicole Mitchell, Galen Andrew, Arun Ganesh, Brendan McMahan, Peter Kairouz | Published: 2026-06-09
Data Generation
Privacy Enhancing Technology
Differential Privacy

HE-DAP: Homomorphic Encryption-based Dynamic Adaptive Parameter Optimization for Statistical Computation

Authors: Yun-Soo Park, Hyunmin Choi, Hyoungshick Kim, Mun-Kyu Lee | Published: 2026-06-09
FHEの最適化
Parameter Tuning
Differential Privacy

Privacy-Preserving Credit Risk Prediction with Alternative Data

Authors: Hongzhe Zhang, Jiarong Xu, Jing He, Xiao Fang | Published: 2026-06-09
Privacy Enhancing Technology
Risk Management
Weight Update Method

Semantic Multi-Agent Intrusion Detection for IoT:Zero-Day and Adversarial Threats with Risk-Aware Reasoning

Authors: Saeid Jamshidi | Published: 2026-06-09
Indirect Prompt Injection
Data-Driven Vulnerability Assessment
Risk Management

Game-Theoretic Multi-Agent Control for Robust Contextual Reasoning in LLMs

Authors: Saeid Jamshidi, Amin Nikanjam, Arghavan Moradi Dakhel, Kawser Wazed Nafi, Foutse Khomh | Published: 2026-06-09
Poisoning attack on RAG
コンテキスト管理
Prompt leaking

RECON: An LLM-Enhanced Backward Constraint Analysis Framework

Authors: Babangida Bappah, Lamine Noureddine, Umar Farooq, Aisha Ali-Gombe | Published: 2026-06-09
LLM Application
Data Dependency
Prompt leaking