モデル抽出攻撃

Data-Free Model Extraction Attacks in the Context of Object Detection

Authors: Harshit Shah, Aravindhan G, Pavan Kulkarni, Yuvaraj Govidarajulu, Manojkumar Parmar | Published: 2023-08-09
データセット生成
モデル抽出攻撃
敵対的サンプル

DREAM: Domain-free Reverse Engineering Attributes of Black-box Model

Authors: Rongqing Li, Jiaqi Yu, Changsheng Li, Wenhan Luo, Ye Yuan, Guoren Wang | Published: 2023-07-20
Out-of-Distribution検出
モデル抽出攻撃
学習の改善

Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data

Authors: Pratik Karmakar, Debabrota Basu | Published: 2023-02-16 | Updated: 2023-10-18
プライバシー保護技術
モデル性能評価
モデル抽出攻撃

Preprocessors Matter! Realistic Decision-Based Attacks on Machine Learning Systems

Authors: Chawin Sitawarin, Florian Tramèr, Nicholas Carlini | Published: 2022-10-07 | Updated: 2023-07-20
DNN IP保護手法
モデル抽出攻撃
敵対的サンプル

DeltaBound Attack: Efficient decision-based attack in low queries regime

Authors: Lorenzo Rossi | Published: 2022-10-01
DNN IP保護手法
モデル抽出攻撃
モデル設計

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