AIセキュリティポータルbot

ReproBench: Benchmarking LLM Agents on Reproducing Vulnerability From Scratch

Authors: Liang He, Sheng Wu, Haomiao Hao, Hongduo Zhao, Jia Yan, Purui Su | Published: 2026-09-28
IoT Cybersecurity
Model Evaluation
Vulnerability Assessment Method

Investigating Human–AI Discrepancies via Multiple-Solution Problems

Authors: Zihao Wang, Francesco Insulla, Andrea Montanari | Published: 2026-09-28
Relationship of AI Systems
Machine Learning
Generative Model

RADNPO: Reference-free Adaptive Negative Preference Optimization for LLM Unlearning

Authors: Shenghan Tan, Ziyi Zhou, Wenpeng Hu, Mengyuan Zhang | Published: 2026-09-28
Model Evaluation
Loss Term
Generative Model Characteristics

Certified Multi-Source Integrity for Structured Agent Actions

Authors: Anmol Pandey, Aditya Jain, Liang Chen, Carsten Maple, Christo Panchev | Published: 2026-09-28
安全性評価
攻撃戦略分析
Watermark Design

Long-Term Operational Planning Using Scenario-Based System Load Forecasting

Authors: Akash Debnath, Shiuli Subhra Ghosh, Jaime De La Ree, Alex Freeman, Kavin D Jones | Published: 2026-09-28
Energy Management
Model Evaluation
Stability of Predictions

From Attack Success to Attack Severity: Counterfactual Memory Attacks on LLM Agents

Authors: Mingxi Zou, Langzhang Liang, Zhuo Wang, Yiyang Zhao, Lizhen Qu, Zenglin Xu | Published: 2026-09-28
Indirect Prompt Injection
メモリ効率化手法
攻撃戦略分析

Faultless: A Program Equivalence Technique for Validating and Evaluating Neural Decompilers

Authors: Luke Dramko, Claire Le Goues, Edward Schwartz | Published: 2026-09-28
デコンパイルの課題
メモリ効率化手法
Model Evaluation

PrivDrift: Auditing User-Secret Leakage Under Topic Drift in Active LLM Conversations

Authors: Luciano Maldonado | Published: 2026-09-24
Safety of Data Generation
Generative Model Characteristics
監査手法

Prefilling the Reasoning Channel: Output-Prefix Attacks on Reasoning LLMs

Authors: Lukáš Brůna, Robert Bridges, Adam Ek | Published: 2026-09-24
Prompt Injection
Model DoS
Attack Method

OllamaDrama: Designing and Deploying a Honeypot to Measure Attacks on Exposed LLM Infrastructure

Authors: Karina Elzer, Niklas Netterstrøm Johansen, Emmanouil Vasilomanolakis | Published: 2026-09-24
Indirect Prompt Injection
Model Extraction Attack
Attack Method