敵対的攻撃

Simple Transparent Adversarial Examples

Authors: Jaydeep Borkar, Pin-Yu Chen | Published: 2021-05-20
ウォーターマーキング
敵対的攻撃
脆弱性攻撃手法

Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks

Authors: Charles Jin, Melinda Sun, Martin Rinard | Published: 2021-05-08 | Updated: 2023-04-27
ポイズニング
敵対的攻撃
防御メカニズム

Attack-agnostic Adversarial Detection on Medical Data Using Explainable Machine Learning

Authors: Matthew Watson, Noura Al Moubayed | Published: 2021-05-05
医療画像分析
敵対的サンプルの脆弱性
敵対的攻撃

Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling

Authors: Md Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh | Published: 2021-03-11
モデル性能評価
リバースエンジニアリング
敵対的攻撃

BODAME: Bilevel Optimization for Defense Against Model Extraction

Authors: Yuto Mori, Atsushi Nitanda, Akiko Takeda | Published: 2021-03-11
モデル性能評価
敵対的攻撃
最適化アルゴリズムの選択と評価

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack

Authors: Yam Sharon, David Berend, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2021-03-10
攻撃検出
敵対的攻撃
脅威モデル

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks

Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
モデル性能評価
敵対的攻撃
脆弱性分析

Proof-of-Learning: Definitions and Practice

Authors: Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-03-09
データ依存性
モデル性能評価
敵対的攻撃

Generating Black-Box Adversarial Examples in Sparse Domain

Authors: Hadi Zanddizari, Behnam Zeinali, J. Morris Chang | Published: 2021-01-22 | Updated: 2021-10-15
性能評価
敵対的サンプル
敵対的攻撃

Voting based ensemble improves robustness of defensive models

Authors: Devvrit, Minhao Cheng, Cho-Jui Hsieh, Inderjit Dhillon | Published: 2020-11-28
モデル性能評価
攻撃タイプ
敵対的攻撃