機械学習手法

Differentially Private Coordinate Descent for Composite Empirical Risk Minimization

Authors: Paul Mangold, Aurélien Bellet, Joseph Salmon, Marc Tommasi | Published: 2021-10-22 | Updated: 2022-10-21
アルゴリズム設計
プライバシー保護
機械学習手法

CAPTIVE: Constrained Adversarial Perturbations to Thwart IC Reverse Engineering

Authors: Amir Hosein Afandizadeh Zargari, Marzieh AshrafiAmiri, Minjun Seo, Sai Manoj Pudukotai Dinakarrao, Mohammed E. Fouda, Fadi Kurdahi | Published: 2021-10-21
リバースエンジニアリング
敵対的訓練
機械学習手法

Tolerating Adversarial Attacks and Byzantine Faults in Distributed Machine Learning

Authors: Yusen Wu, Hao Chen, Xin Wang, Chao Liu, Phuong Nguyen, Yelena Yesha | Published: 2021-09-05
アルゴリズム
分散学習
機械学習手法

CrypTen: Secure Multi-Party Computation Meets Machine Learning

Authors: Brian Knott, Shobha Venkataraman, Awni Hannun, Shubho Sengupta, Mark Ibrahim, Laurens van der Maaten | Published: 2021-09-02 | Updated: 2022-09-15
メンバーシップ推論
機械学習手法
計算効率

EG-Booster: Explanation-Guided Booster of ML Evasion Attacks

Authors: Abderrahmen Amich, Birhanu Eshete | Published: 2021-08-31 | Updated: 2021-09-02
アルゴリズム
敵対的サンプル
機械学習手法

Private Multi-Task Learning: Formulation and Applications to Federated Learning

Authors: Shengyuan Hu, Zhiwei Steven Wu, Virginia Smith | Published: 2021-08-30 | Updated: 2023-10-17
プライバシー評価
機械学習手法
連合学習

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

Machine Unlearning of Features and Labels

Authors: Alexander Warnecke, Lukas Pirch, Christian Wressnegger, Konrad Rieck | Published: 2021-08-26 | Updated: 2023-08-07
バックドア攻撃
ポイズニング
機械学習手法

Mitigating Statistical Bias within Differentially Private Synthetic Data

Authors: Sahra Ghalebikesabi, Harrison Wilde, Jack Jewson, Arnaud Doucet, Sebastian Vollmer, Chris Holmes | Published: 2021-08-24 | Updated: 2022-05-19
データ生成
プライバシー評価
機械学習手法

Revisiting IoT Device Identification

Authors: Roman Kolcun, Diana Andreea Popescu, Vadim Safronov, Poonam Yadav, Anna Maria Mandalari, Richard Mortier, Hamed Haddadi | Published: 2021-07-16
ユーザ行動分析
機械学習手法
適応型再訓練メカニズム