AIセキュリティポータルbot

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07
敵対的学習
生成モデル特性
自己学習手法

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
メンバーシップ推論
攻撃手法
機械学習のプライバシー保護

Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

Authors: Mayra Macas, Chunming Wu | Published: 2020-12-04
機械学習
深層学習
異常検知アルゴリズム

ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare

Authors: Ali Burak Ünal, Mete Akgün, Nico Pfeifer | Published: 2020-12-04
セキュリティ分析
フレームワーク
機械学習のプライバシー保護

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04
メンバーシップ推論
攻撃手法
機械学習のプライバシー保護

TrollHunter [Evader]: Automated Detection [Evasion] of Twitter Trolls During the COVID-19 Pandemic

Authors: Peter Jachim, Filipo Sharevski, Paige Treebridge | Published: 2020-12-04 | Updated: 2020-12-07
コンテンツモデレーション
セキュリティ分析
敵対的学習

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
攻撃手法
敵対的サンプル
敵対的学習

SSGD: A safe and efficient method of gradient descent

Authors: Jinhuan Duan, Xianxian Li, Shiqi Gao, Jinyan Wang, Zili Zhong | Published: 2020-12-03 | Updated: 2021-04-26
パラメータ調整
最適化手法
機械学習のプライバシー保護

FAT: Federated Adversarial Training

Authors: Giulio Zizzo, Ambrish Rawat, Mathieu Sinn, Beat Buesser | Published: 2020-12-03
バックドア攻撃
ポイズニング
敵対的訓練

Intrusion Detection Systems for IoT: opportunities and challenges offered by Edge Computing and Machine Learning

Authors: Pietro Spadaccino, Francesca Cuomo | Published: 2020-12-02 | Updated: 2022-04-14
機械学習
異常検出手法
通信効率