攻撃手法

A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems

Authors: Nur Imtiazul Haque, Mohammad Ashiqur Rahman, Md Hasan Shahriar, Alvi Ataur Khalil, Selcuk Uluagac | Published: 2021-03-05
医療データの透かし設定
攻撃手法
脅威モデリング

A flow-based IDS using Machine Learning in eBPF

Authors: Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2021-02-19 | Updated: 2022-03-04
MLベースのIDS
ウォーターマーキング
攻撃手法

Perceptually Constrained Adversarial Attacks

Authors: Muhammad Zaid Hameed, Andras Gyorgy | Published: 2021-02-14
ウォーターマーキング
攻撃手法
敵対的訓練

“What’s in the box?!”: Deflecting Adversarial Attacks by Randomly Deploying Adversarially-Disjoint Models

Authors: Sahar Abdelnabi, Mario Fritz | Published: 2021-02-09 | Updated: 2021-03-09
ポイズニング
モデル性能評価
攻撃手法

Optimal Transport as a Defense Against Adversarial Attacks

Authors: Quentin Bouniot, Romaric Audigier, Angélique Loesch | Published: 2021-02-05 | Updated: 2021-03-30
モデル性能評価
攻撃手法
敵対的訓練

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02
バックドア攻撃
攻撃手法
機械学習

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
メンバーシップ推論
攻撃手法
機械学習のプライバシー保護

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04
メンバーシップ推論
攻撃手法
機械学習のプライバシー保護

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
攻撃手法
敵対的サンプル
敵対的学習

Model Extraction Attacks on Graph Neural Networks: Taxonomy and Realization

Authors: Bang Wu, Xiangwen Yang, Shirui Pan, Xingliang Yuan | Published: 2020-10-24 | Updated: 2021-11-30
攻撃の分類
攻撃手法
知識グラフ