AIセキュリティポータルbot

SecFL: Confidential Federated Learning using TEEs

Authors: Do Le Quoc, Christof Fetzer | Published: 2021-10-03 | Updated: 2021-10-07
データ保護手法
プライバシーリスク管理
連合学習

Evaluating Deep Learning Models and Adversarial Attacks on Accelerometer-Based Gesture Authentication

Authors: Elliu Huang, Fabio Di Troia, Mark Stamp | Published: 2021-10-03
バックドア攻撃
敵対的訓練
深層学習手法

Automating Internet of Things Network Traffic Collection with Robotic Arm Interactions

Authors: Xi Jiang, Noah Apthorpe | Published: 2021-09-30 | Updated: 2022-10-12
データ生成
将来の研究
機械学習の応用

First to Possess His Statistics: Data-Free Model Extraction Attack on Tabular Data

Authors: Masataka Tasumi, Kazuki Iwahana, Naoto Yanai, Katsunari Shishido, Toshiya Shimizu, Yuji Higuchi, Ikuya Morikawa, Jun Yajima | Published: 2021-09-30
データ抽出と分析
データ生成
性能評価

Secure Machine Learning over Relational Data

Authors: Qiyao Luo, Yilei Wang, Zhenghang Ren, Ke Yi, Kai Chen, Xiao Wang | Published: 2021-09-30
アルゴリズム
データプライバシー評価
メンバーシップ推論

BulletTrain: Accelerating Robust Neural Network Training via Boundary Example Mining

Authors: Weizhe Hua, Yichi Zhang, Chuan Guo, Zhiru Zhang, G. Edward Suh | Published: 2021-09-29 | Updated: 2021-12-05
アルゴリズム
ロバスト性
難易度の高いサンプル

Fairness-Driven Private Collaborative Machine Learning

Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
データプライバシー評価
性能評価
連合学習

Back in Black: A Comparative Evaluation of Recent State-Of-The-Art Black-Box Attacks

Authors: Kaleel Mahmood, Rigel Mahmood, Ethan Rathbun, Marten van Dijk | Published: 2021-09-29
バックドア攻撃
ポイズニング
敵対的攻撃

An Automated Data Engineering Pipeline for Anomaly Detection of IoT Sensor Data

Authors: Xinze Li, Baixi Zou | Published: 2021-09-28
データ抽出と分析
データ駆動型クラスタリング
異常検出手法

Unrolling SGD: Understanding Factors Influencing Machine Unlearning

Authors: Anvith Thudi, Gabriel Deza, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-09-27 | Updated: 2022-03-02
アルゴリズム
性能評価
正則化