AIセキュリティポータルbot

Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms

Authors: Ye Tian, Haolei Weng, Yang Feng | Published: 2023-10-23 | Updated: 2024-06-14
モデル設計
収束保証
最適化手法

AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models

Authors: Sicheng Zhu, Ruiyi Zhang, Bang An, Gang Wu, Joe Barrow, Zichao Wang, Furong Huang, Ani Nenkova, Tong Sun | Published: 2023-10-23 | Updated: 2023-12-14
プロンプトインジェクション
安全性アライメント
攻撃手法

On the Detection of Image-Scaling Attacks in Machine Learning

Authors: Erwin Quiring, Andreas Müller, Konrad Rieck | Published: 2023-10-23
バックドア攻撃
敵対的攻撃検出
検出手法の分析

Zero-knowledge Proof Meets Machine Learning in Verifiability: A Survey

Authors: Zhibo Xing, Zijian Zhang, Jiamou Liu, Ziang Zhang, Meng Li, Liehuang Zhu, Giovanni Russello | Published: 2023-10-23
プライバシー手法
効率的証明システム
計算複雑性

B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction

Authors: Hao Guo, Collin Meese, Wanxin Li, Chien-Chung Shen, Mark Nejad | Published: 2023-10-23
プライバシー手法
モデル設計
機械学習手法

Competitive Advantage Attacks to Decentralized Federated Learning

Authors: Yuqi Jia, Minghong Fang, Neil Zhenqiang Gong | Published: 2023-10-20
クライアント貢献評価
ポイズニング
敵対的攻撃

Fundamental Limits of Membership Inference Attacks on Machine Learning Models

Authors: Eric Aubinais, Elisabeth Gassiat, Pablo Piantanida | Published: 2023-10-20 | Updated: 2024-06-11
メンバーシップ推論
敵対的攻撃
機械学習手法

An LLM can Fool Itself: A Prompt-Based Adversarial Attack

Authors: Xilie Xu, Keyi Kong, Ning Liu, Lizhen Cui, Di Wang, Jingfeng Zhang, Mohan Kankanhalli | Published: 2023-10-20
プロンプトインジェクション
悪意のあるプロンプト
敵対的攻撃

Critical Path Prioritization Dashboard for Alert-driven Attack Graphs

Authors: Sònia Leal Díaz, Sergio Pastrana, Azqa Nadeem | Published: 2023-10-19
セキュリティ分析
ユーザー体験評価
攻撃グラフ生成

Network-Aware AutoML Framework for Software-Defined Sensor Networks

Authors: Emre Horsanali, Yagmur Yigit, Gokhan Secinti, Aytac Karameseoglu, Berk Canberk | Published: 2023-10-19 | Updated: 2023-10-25
DDoS攻撃
DDoS攻撃検出
SDNアーキテクチャ