敵対的攻撃検出

RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data

Authors: Chathurika S. Wickramasinghe, Daniel L. Marino, Harindra S. Mavikumbure, Victor Cobilean, Timothy D. Pennington, Benny J. Varghese, Craig Rieger, Milos Manic | Published: 2022-09-05
モデル設計
侵入検知システム
敵対的攻撃検出

A Deep Learning Approach to Create DNS Amplification Attacks

Authors: Jared Mathews, Prosenjit Chatterjee, Shankar Banik, Cory Nance | Published: 2022-06-29
アルゴリズム設計
バックドア攻撃
敵対的攻撃検出

Adversarial Robustness is at Odds with Lazy Training

Authors: Yunjuan Wang, Enayat Ullah, Poorya Mianjy, Raman Arora | Published: 2022-06-18 | Updated: 2022-10-17
アルゴリズム設計
敵対的サンプル
敵対的攻撃検出

Holistic Adversarial Robustness of Deep Learning Models

Authors: Pin-Yu Chen, Sijia Liu | Published: 2022-02-15 | Updated: 2023-01-05
ポイズニング
敵対的攻撃検出
防御手法

Pixle: a fast and effective black-box attack based on rearranging pixels

Authors: Jary Pomponi, Simone Scardapane, Aurelio Uncini | Published: 2022-02-04
敵対的攻撃検出
脆弱性攻撃手法
防御手法

Adversarial Machine Learning In Network Intrusion Detection Domain: A Systematic Review

Authors: Huda Ali Alatwi, Charles Morisset | Published: 2021-12-06
ポイズニング
敵対的サンプル
敵対的攻撃検出

Availability Attacks Create Shortcuts

Authors: Da Yu, Huishuai Zhang, Wei Chen, Jian Yin, Tie-Yan Liu | Published: 2021-11-01 | Updated: 2022-06-02
DDoS攻撃
データ生成
敵対的攻撃検出

Detecting and Identifying Optical Signal Attacks on Autonomous Driving Systems

Authors: Jindi Zhang, Yifan Zhang, Kejie Lu, Jianping Wang, Kui Wu, Xiaohua Jia, Bin Liu | Published: 2021-10-20
センサー状態推定
敵対的攻撃検出
自動車ネットワークセキュリティ

Adversarial Examples Detection with Bayesian Neural Network

Authors: Yao Li, Tongyi Tang, Cho-Jui Hsieh, Thomas C. M. Lee | Published: 2021-05-18 | Updated: 2024-02-23
パフォーマンス評価
敵対的サンプル
敵対的攻撃検出

Real-time Detection of Practical Universal Adversarial Perturbations

Authors: Kenneth T. Co, Luis Muñoz-González, Leslie Kanthan, Emil C. Lupu | Published: 2021-05-16 | Updated: 2021-05-22
UAPトレーニング手法
敵対的攻撃検出
防御メカニズム