アルゴリズム設計

“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

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

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

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

Adversarial Robustness is at Odds with Lazy Training

Authors: Yunjuan Wang, Enayat Ullah, Poorya Mianjy, Raman Arora | Published: 2022-06-18 | Updated: 2022-10-17
アルゴリズム設計
敵対的サンプル
敵対的攻撃検出

Automatic Hardware Trojan Insertion using Machine Learning

Authors: Jonathan Cruz, Pravin Gaikwad, Abhishek Nair, Prabuddha Chakraborty, Swarup Bhunia | Published: 2022-04-18
アルゴリズム設計
トロイの木馬検出
機械学習手法

Finding MNEMON: Reviving Memories of Node Embeddings

Authors: Yun Shen, Yufei Han, Zhikun Zhang, Min Chen, Ting Yu, Michael Backes, Yang Zhang, Gianluca Stringhini | Published: 2022-04-14 | Updated: 2022-04-29
アルゴリズム設計
データセット評価
評価指標

LSTM-Autoencoder based Anomaly Detection for Indoor Air Quality Time Series Data

Authors: Yuanyuan Wei, Julian Jang-Jaccard, Wen Xu, Fariza Sabrina, Seyit Camtepe, Mikael Boulic | Published: 2022-04-14
アルゴリズム設計
データ抽出と分析
機械学習の応用