AIセキュリティポータルbot

A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning

Authors: Xuanqing Liu, Si Si, Xiaojin Zhu, Yang Li, Cho-Jui Hsieh | Published: 2019-10-30
収束性分析
攻撃手法
毒性攻撃に特化した内容

Investigating Resistance of Deep Learning-based IDS against Adversaries using min-max Optimization

Authors: Rana Abou Khamis, Omair Shafiq, Ashraf Matrawy | Published: 2019-10-30
ポイズニング
攻撃手法
敵対的サンプル

DeepWiFi: Cognitive WiFi with Deep Learning

Authors: Kemal Davaslioglu, Sohraab Soltani, Tugba Erpek, Yalin E. Sagduyu | Published: 2019-10-29
シミュレーション環境
データ生成
プロトコル手順

Secure and Efficient Federated Transfer Learning

Authors: Shreya Sharma, Xing Chaoping, Yang Liu, Yan Kang | Published: 2019-10-29 | Updated: 2019-10-30
プライバシー管理
ポイズニング
深層転移学習

Privacy Enhanced Multimodal Neural Representations for Emotion Recognition

Authors: Mimansa Jaiswal, Emily Mower Provost | Published: 2019-10-29
プライバシー管理
攻撃手法
評価指標

MaskedNet: The First Hardware Inference Engine Aiming Power Side-Channel Protection

Authors: Anuj Dubey, Rosario Cammarota, Aydin Aysu | Published: 2019-10-29 | Updated: 2019-12-02
メンバーシップ推論
攻撃手法
防御手法の効果分析

Active Subspace of Neural Networks: Structural Analysis and Universal Attacks

Authors: Chunfeng Cui, Kaiqi Zhang, Talgat Daulbaev, Julia Gusak, Ivan Oseledets, Zheng Zhang | Published: 2019-10-29 | Updated: 2020-04-29
モデル圧縮のリスク
攻撃手法
次元削減手法

Secure Evaluation of Quantized Neural Networks

Authors: Anders Dalskov, Daniel Escudero, Marcel Keller | Published: 2019-10-28 | Updated: 2021-03-01
プロトコル手順
モデルアーキテクチャ
評価手法

Understanding and Quantifying Adversarial Examples Existence in Linear Classification

Authors: Xupeng Shi, A. Adam Ding | Published: 2019-10-27
敵対的サンプル
線形モデル
防御手法の効果分析

Detection of Adversarial Attacks and Characterization of Adversarial Subspace

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-10-26
セキュアロジスティック回帰
攻撃手法
敵対的サンプルの検知