文献データベース

“You Can’t Fix What You Can’t Measure”: Privately Measuring Demographic Performance Disparities in Federated Learning

Authors: Marc Juarez, Aleksandra Korolova | Published: 2022-06-24 | Updated: 2023-01-11
アルゴリズム設計
パフォーマンス評価
プライバシー保護メカニズム

Authentication of Copy Detection Patterns under Machine Learning Attacks: A Supervised Approach

Authors: Brian Pulfer, Roman Chaban, Yury Belousov, Joakim Tutt, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2022-06-23 | Updated: 2022-06-25
アルゴリズム設計
深層学習技術
自己教師あり学習

LBDMIDS: LSTM Based Deep Learning Model for Intrusion Detection Systems for IoT Networks

Authors: Kumar Saurabh, Saksham Sood, P. Aditya Kumar, Uphar Singh, Ranjana Vyas, O. P. Vyas, Rahamatullah Khondoker | Published: 2022-06-23
侵入検知システム
深層学習手法
評価手法

A Framework for Understanding Model Extraction Attack and Defense

Authors: Xun Xian, Mingyi Hong, Jie Ding | Published: 2022-06-23
アルゴリズム設計
メンバーシップ推論
敵対的学習

Vulnerability Prioritization: An Offensive Security Approach

Authors: Muhammed Fatih Bulut, Abdulhamid Adebayo, Daby Sow, Steve Ocepek | Published: 2022-06-22
テスト優先順位付け
脆弱性分析
評価手法

Attack Techniques and Threat Identification for Vulnerabilities

Authors: Constantin Adam, Muhammed Fatih Bulut, Daby Sow, Steven Ocepek, Chris Bedell, Lilian Ngweta | Published: 2022-06-22
攻撃者の行動分析
脆弱性分析
脆弱性検出

Multi-party Secure Broad Learning System for Privacy Preserving

Authors: Xiao-Kai Cao, Chang-Dong Wang, Jian-Huang Lai, Qiong Huang, C. L. Philip Chen | Published: 2022-06-22
アルゴリズム設計
セキュアな通信チャネル
特徴抽出手法

ROSE: A RObust and SEcure DNN Watermarking

Authors: Kassem Kallas, Teddy Furon | Published: 2022-06-22
DNN IP保護手法
敵対的学習
評価手法

A Practical Methodology for ML-Based EM Side Channel Disassemblers

Authors: Cesar N. Arguello, Hunter Searle, Sara Rampazzi, Kevin R. B. Butler | Published: 2022-06-21 | Updated: 2022-07-20
アルゴリズム設計
特徴抽出手法
評価手法

sqSGD: Locally Private and Communication Efficient Federated Learning

Authors: Yan Feng, Tao Xiong, Ruofan Wu, LingJuan Lv, Leilei Shi | Published: 2022-06-21 | Updated: 2022-06-22
LDPメカニズム
アルゴリズム設計
分散学習の効率