AIセキュリティポータルbot

ToxicSQL: Migrating SQL Injection Threats into Text-to-SQL Models via Backdoor Attack

Authors: Meiyu Lin, Haichuan Zhang, Jiale Lao, Renyuan Li, Yuanchun Zhou, Carl Yang, Yang Cao, Mingjie Tang | Published: 2025-03-07 | Updated: 2025-04-03
バックドアモデルの検知
バックドア攻撃
モデル性能評価

The Beginner’s Textbook for Fully Homomorphic Encryption

Authors: Ronny Ko | Published: 2025-03-07 | Updated: 2025-03-14
多項式近似
数理的解析
暗号学

Mark Your LLM: Detecting the Misuse of Open-Source Large Language Models via Watermarking

Authors: Yijie Xu, Aiwei Liu, Xuming Hu, Lijie Wen, Hui Xiong | Published: 2025-03-06 | Updated: 2025-03-15
生成AI向け電子透かし
生成モデル
透かし除去技術

Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Authors: Alperen Yildiz, Sin G. Teo, Yiling Lou, Yebo Feng, Chong Wang, Dinil M. Divakaran | Published: 2025-03-05 | Updated: 2025-03-18
インダイレクトプロンプトインジェクション
深層学習
脆弱性検出

SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models

Authors: Jiang Zhang, Rohan Xavier Sequeira, Konstantinos Psounis | Published: 2025-03-05 | Updated: 2025-04-07
プライバシー保護
モデル性能評価
差分プライバシー

PriFFT: Privacy-preserving Federated Fine-tuning of Large Language Models via Hybrid Secret Sharing

Authors: Zhichao You, Xuewen Dong, Ke Cheng, Xutong Mu, Jiaxuan Fu, Shiyang Ma, Qiang Qu, Yulong Shen | Published: 2025-03-05 | Updated: 2025-05-14
AIによる出力のバイアスの検出
プライバシー設計原則
暗号技術

SoK: Knowledge is All You Need: Accelerating Last Mile Delivery for Automated Provenance-based Intrusion Detection with LLMs

Authors: Wenrui Cheng, Tiantian Zhu, Chunlin Xiong, Haofei Sun, Zijun Wang, Shunan Jing, Mingqi Lv, Yan Chen | Published: 2025-03-05 | Updated: 2025-04-28
RAG
出力の有害度の算出
攻撃検出

Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16
攻撃手法
敵対的サンプルの検知
深層学習

TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions

Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21
ロバスト性
敵対的学習
敵対的訓練

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
プライバシー保護
モデルの頑健性保証
モデル性能評価