AIセキュリティポータルbot

Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble based sample selection

Authors: Akshit Jindal, Vikram Goyal, Saket Anand, Chetan Arora | Published: 2023-11-08
データ選択戦略
メンバーシップ推論
学習の改善

CompactTag: Minimizing Computation Overheads in Actively-Secure MPC for Deep Neural Networks

Authors: Yongqin Wang, Pratik Sarkar, Nishat Koti, Arpita Patra, Murali Annavaram | Published: 2023-11-08
最適化手法
深層学習手法
計算複雑性

Stepping out of Flatland: Discovering Behavior Patterns as Topological Structures in Cyber Hypergraphs

Authors: Helen Jenne, Sinan G. Aksoy, Daniel Best, Alyson Bittner, Gregory Henselman-Petrusek, Cliff Joslyn, Bill Kay, Audun Myers, Garret Seppala, Jackson Warley, Stephen J. Young, Emilie Purvine | Published: 2023-11-08
トポロジー解析
ハイパーグラフの特性
通信解析

Enhancing Malware Detection by Integrating Machine Learning with Cuckoo Sandbox

Authors: Amaal F. Alshmarni, Mohammed A. Alliheedi | Published: 2023-11-07
セキュリティ分析
データセット生成
深層学習手法

Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications

Authors: Fengqing Jiang, Zhangchen Xu, Luyao Niu, Boxin Wang, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2023-11-07 | Updated: 2023-11-29
プロンプトインジェクション
実験的検証
攻撃手法

Quantization-aware Neural Architectural Search for Intrusion Detection

Authors: Rabin Yu Acharya, Laurens Le Jeune, Nele Mentens, Fatemeh Ganji, Domenic Forte | Published: 2023-11-07 | Updated: 2024-03-02
学習の改善
深層学習手法
量子化とプライバシー

Input Reconstruction Attack against Vertical Federated Large Language Models

Authors: Fei Zheng | Published: 2023-11-07 | Updated: 2023-11-24
VFLの特性
プライバシー保護
防御手法

SoK: Memorisation in machine learning

Authors: Dmitrii Usynin, Moritz Knolle, Georgios Kaissis | Published: 2023-11-06
プライバシー手法
メモリの評価
深層学習手法

ELEGANT: Certified Defense on the Fairness of Graph Neural Networks

Authors: Yushun Dong, Binchi Zhang, Hanghang Tong, Jundong Li | Published: 2023-11-05
GNN
バイアス緩和手法
プロンプトインジェクション

Security Challenges in Autonomous Systems Design

Authors: Mohammad Hamad, Sebastian Steinhorst | Published: 2023-11-05 | Updated: 2023-12-04
サイバーセキュリティ
競争協調システム
自律システムにおける攻撃への自動応答