モデル抽出攻撃

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

Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning

Authors: Ahmed Salem, Apratim Bhattacharya, Michael Backes, Mario Fritz, Yang Zhang | Published: 2019-04-01 | Updated: 2019-11-30
モデル抽出攻撃
再構成攻撃
敵対的攻撃検出

Adversarial Attacks on Time Series

Authors: Fazle Karim, Somshubra Majumdar, Houshang Darabi | Published: 2019-02-27 | Updated: 2019-03-01
モデル抽出攻撃
敵対的サンプル
敵対的学習

Knockoff Nets: Stealing Functionality of Black-Box Models

Authors: Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz | Published: 2018-12-06
モデル抽出攻撃
医療画像分析
強化学習

Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

Authors: Milad Nasr, Reza Shokri, Amir Houmansadr | Published: 2018-12-03 | Updated: 2020-06-06
モデル抽出攻撃
差分プライバシー
連合学習

Model-Reuse Attacks on Deep Learning Systems

Authors: Yujie Ji, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2018-12-02
モデル抽出攻撃
モデル抽出攻撃の検知
敵対的学習