モデル抽出攻撃

Privacy Attacks Against Biometric Models with Fewer Samples: Incorporating the Output of Multiple Models

Authors: Sohaib Ahmad, Benjamin Fuller, Kaleel Mahmood | Published: 2022-09-22
プライバシー評価
モデル抽出攻撃
顔認識システム

Dataset Inference for Self-Supervised Models

Authors: Adam Dziedzic, Haonan Duan, Muhammad Ahmad Kaleem, Nikita Dhawan, Jonas Guan, Yannis Cattan, Franziska Boenisch, Nicolas Papernot | Published: 2022-09-16 | Updated: 2023-01-13
ポイズニング
メンバーシップ推論
モデル抽出攻撃

SEEK: model extraction attack against hybrid secure inference protocols

Authors: Si Chen, Junfeng Fan | Published: 2022-09-14
モデル抽出攻撃
モデル設計
深層学習手法

Stealing and Evading Malware Classifiers and Antivirus at Low False Positive Conditions

Authors: Maria Rigaki, Sebastian Garcia | Published: 2022-04-13 | Updated: 2023-06-04
データセット評価
モデル抽出攻撃

Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs

Authors: Qiongkai Xu, Xuanli He, Lingjuan Lyu, Lizhen Qu, Gholamreza Haffari | Published: 2021-08-29 | Updated: 2022-09-04
モデル抽出攻撃
機械学習手法
防御メカニズム

Stateful Detection of Model Extraction Attacks

Authors: Soham Pal, Yash Gupta, Aditya Kanade, Shirish Shevade | Published: 2021-07-12
データセット生成
データ抽出と分析
モデル抽出攻撃

A Review of Confidentiality Threats Against Embedded Neural Network Models

Authors: Raphaël Joud, Pierre-Alain Moellic, Rémi Bernhard, Jean-Baptiste Rigaud | Published: 2021-05-04
アクティブラーニング
データプライバシー評価
モデル抽出攻撃

Model extraction from counterfactual explanations

Authors: Ulrich Aïvodji, Alexandre Bolot, Sébastien Gambs | Published: 2020-09-03
モデル抽出攻撃
因果解釈
敵対的攻撃

High Accuracy and High Fidelity Extraction of Neural Networks

Authors: Matthew Jagielski, Nicholas Carlini, David Berthelot, Alex Kurakin, Nicolas Papernot | Published: 2019-09-03 | Updated: 2020-03-03
モデル抽出攻撃
モデル評価
敵対的サンプル

The advantages of multiple classes for reducing overfitting from test set reuse

Authors: Vitaly Feldman, Roy Frostig, Moritz Hardt | Published: 2019-05-24
モデル抽出攻撃
一般化の影響
性能評価指標