文献データベース

Adversarial Defense Through Network Profiling Based Path Extraction

Authors: Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu | Published: 2019-04-17 | Updated: 2019-05-09
モデル性能評価
敵対的攻撃検出
深層学習

Helping IT and OT Defenders Collaborate

Authors: Glenn A. Fink, Penny McKenzie | Published: 2019-04-16
CPSの制御モデル
データ収集
機械学習手法

Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Prediction

Authors: Alesia Chernikova, Alina Oprea, Cristina Nita-Rotaru, BaekGyu Kim | Published: 2019-04-15
敵対的学習
敵対的攻撃検出
深層学習

CryptoNN: Training Neural Networks over Encrypted Data

Authors: Runhua Xu, James B. D. Joshi, Chao Li | Published: 2019-04-15 | Updated: 2019-04-26
データ保護手法
プライバシー保護手法
暗号学

Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks

Authors: David J. Miller, Zhen Xiang, George Kesidis | Published: 2019-04-12 | Updated: 2019-12-02
バックドア攻撃
ポイズニング
敵対的攻撃検出

On Machine Learning DoS Attack Identification from Cloud Computing Telemetry

Authors: João Henrique Corrêa, Patrick Marques Ciarelli, Moises R. N. Ribeiro, Rodolfo da Silva Villaca | Published: 2019-04-11
DDoS攻撃
データ収集
機械学習手法

STC Antispoofing Systems for the ASVspoof2019 Challenge

Authors: Galina Lavrentyeva, Sergey Novoselov, Andzhukaev Tseren, Marina Volkova, Artem Gorlanov, Alexandr Kozlov | Published: 2019-04-11
深層学習技術
特徴抽出手法
音声合成技術

Universal Lipschitz Approximation in Bounded Depth Neural Networks

Authors: Jeremy E. J. Cohen, Todd Huster, Ra Cohen | Published: 2019-04-09
ロバスト性分析
多項式近似
機械学習アルゴリズム

Private Hierarchical Clustering and Efficient Approximation

Authors: Xianrui Meng, Dimitrios Papadopoulos, Alina Oprea, Nikos Triandopoulos | Published: 2019-04-09 | Updated: 2021-10-01
プライバシー保護技術
暗号化技術
階層クラスタリング

A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning

Authors: Shahbaz Rezaei, Xin Liu | Published: 2019-04-08 | Updated: 2020-01-29
モデル評価手法
敵対的攻撃手法
深層学習技術