AIセキュリティポータルbot

Adversarial Feature Desensitization

Authors: Pouya Bashivan, Reza Bayat, Adam Ibrahim, Kartik Ahuja, Mojtaba Faramarzi, Touraj Laleh, Blake Aaron Richards, Irina Rish | Published: 2020-06-08 | Updated: 2022-01-04
アルゴリズム
敵対的サンプル
敵対的サンプルの検知

Ensemble-based Feature Selection and Classification Model for DNS Typo-squatting Detection

Authors: Abdallah Moubayed, Emad Aqeeli, Abdallah Shami | Published: 2020-06-08
攻撃手法
特徴エンジニアリング
脆弱性検出

ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing

Authors: Théo Ryffel, Pierre Tholoniat, David Pointcheval, Francis Bach | Published: 2020-06-08 | Updated: 2021-10-28
アルゴリズム
プライバシー評価
連合学習システム

Tricking Adversarial Attacks To Fail

Authors: Blerta Lindqvist | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
防御効果分析

On Universalized Adversarial and Invariant Perturbations

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
機械学習の基礎

Distributional Robustness with IPMs and links to Regularization and GANs

Authors: Hisham Husain | Published: 2020-06-08
機械学習の基礎
生成モデルの課題
統計的手法

AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference

Authors: Qian Lou, Song Bian, Lei Jiang | Published: 2020-06-07 | Updated: 2020-10-15
パフォーマンス評価
プライバシー評価
暗号化手法

A Multi-step and Resilient Predictive Q-learning Algorithm for IoT with Human Operators in the Loop: A Case Study in Water Supply Networks

Authors: Maria Grammatopoulou, Aris Kanellopoulos, Kyriakos G. ~Vamvoudakis, Nathan Lau | Published: 2020-06-06
アルゴリズム
リスク管理
学習の改善

Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers

Authors: Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli | Published: 2020-06-06 | Updated: 2021-12-29
学習の改善
敵対的攻撃検出
生成モデルの課題

Sponge Examples: Energy-Latency Attacks on Neural Networks

Authors: Ilia Shumailov, Yiren Zhao, Daniel Bates, Nicolas Papernot, Robert Mullins, Ross Anderson | Published: 2020-06-05 | Updated: 2021-05-12
エネルギー管理
ポイズニング
メンバーシップ推論