計算効率

Robust and Actively Secure Serverless Collaborative Learning

Authors: Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2023-10-25
セキュリティ分析
ビザンチン耐性
計算効率

Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation

Authors: Jiachen T. Wang, Yuqing Zhu, Yu-Xiang Wang, Ruoxi Jia, Prateek Mittal | Published: 2023-08-30 | Updated: 2023-11-26
データ生成
プライバシー保護手法
計算効率

Machine Learning-Based Intrusion Detection: Feature Selection versus Feature Extraction

Authors: Vu-Duc Ngo, Tuan-Cuong Vuong, Thien Van Luong, Hung Tran | Published: 2023-07-04
特徴抽出手法
特徴選択手法
計算効率

Universal adversarial perturbations for multiple classification tasks with quantum classifiers

Authors: Yun-Zhong Qiu | Published: 2023-06-21 | Updated: 2023-10-25
最適化手法
計算効率
量子暗号技術

Cyber Key Terrain Identification Using Adjusted PageRank Centrality

Authors: Lukáš Sadlek, Pavel Čeleda | Published: 2023-06-19 | Updated: 2024-04-24
アルゴリズム
時間ウィンドウ解析
計算効率

Host-Based Network Intrusion Detection via Feature Flattening and Two-stage Collaborative Classifier

Authors: Zhiyan Chen, Murat Simsek, Burak Kantarci, Mehran Bagheri, Petar Djukic | Published: 2023-06-15
データ収集
脅威モデリング
計算効率

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
アルゴリズム
プライバシー手法
計算効率

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
アルゴリズム
メンバーシップ推論
計算効率

Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design

Authors: Chuan Guo, Kamalika Chaudhuri, Pierre Stock, Mike Rabbat | Published: 2022-11-08 | Updated: 2023-08-10
プライバシー保護手法
最適化手法
計算効率

A Comprehensive Survey on Edge Data Integrity Verification: Fundamentals and Future Trends

Authors: Yao Zhao, Youyang Qu, Yong Xiang, Md Palash Uddin, Dezhong Peng, Longxiang Gao | Published: 2022-10-20 | Updated: 2024-08-07
セキュリティ分析
プライバシーリスク管理
計算効率