攻撃の分類

Privacy Attacks on Network Embeddings

Authors: Michael Ellers, Michael Cochez, Tobias Schumacher, Markus Strohmaier, Florian Lemmerich | Published: 2019-12-23
プライバシー保護手法
メンバーシップ推論
攻撃の分類

Explainability and Adversarial Robustness for RNNs

Authors: Alexander Hartl, Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2019-12-20 | Updated: 2020-02-19
攻撃の分類
敵対的学習
防御手法の効果分析

ASNM Datasets: A Collection of Network Traffic Features for Testing of Adversarial Classifiers and Network Intrusion Detectors

Authors: Ivan Homoliak, Petr Hanacek | Published: 2019-10-23
ネットワークトラフィックの変更
攻撃の分類
脆弱性攻撃手法

Lower Bounds on Adversarial Robustness from Optimal Transport

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Prateek Mittal | Published: 2019-09-26 | Updated: 2019-10-30
攻撃の分類
敵対的攻撃
機械学習の応用

GAMIN: An Adversarial Approach to Black-Box Model Inversion

Authors: Ulrich Aïvodji, Sébastien Gambs, Timon Ther | Published: 2019-09-26
ポイズニング
攻撃の分類
生成的敵対ネットワーク

Sign-OPT: A Query-Efficient Hard-label Adversarial Attack

Authors: Minhao Cheng, Simranjit Singh, Patrick Chen, Pin-Yu Chen, Sijia Liu, Cho-Jui Hsieh | Published: 2019-09-24 | Updated: 2020-02-14
収束解析
攻撃の分類
敵対的攻撃

Defending Against Physically Realizable Attacks on Image Classification

Authors: Tong Wu, Liang Tong, Yevgeniy Vorobeychik | Published: 2019-09-20 | Updated: 2020-02-14
ポイズニング
攻撃の分類
敵対的攻撃

Adversarial Vulnerability Bounds for Gaussian Process Classification

Authors: Michael Thomas Smith, Kathrin Grosse, Michael Backes, Mauricio A Alvarez | Published: 2019-09-19
攻撃の分類
敵対的サンプル
機械学習技術

Not All Adversarial Examples Require a Complex Defense: Identifying Over-optimized Adversarial Examples with IQR-based Logit Thresholding

Authors: Utku Ozbulak, Arnout Van Messem, Wesley De Neve | Published: 2019-07-30
攻撃の分類
敵対的サンプル
敵対的学習

Are Odds Really Odd? Bypassing Statistical Detection of Adversarial Examples

Authors: Hossein Hosseini, Sreeram Kannan, Radha Poovendran | Published: 2019-07-28
攻撃の分類
敵対的サンプル
敵対的訓練