敵対的訓練

On the Robustness of Dataset Inference

Authors: Sebastian Szyller, Rui Zhang, Jian Liu, N. Asokan | Published: 2022-10-24 | Updated: 2023-06-19
メンバーシップ推論
敵対的訓練
統計的仮説検定

How many perturbations break this model? Evaluating robustness beyond adversarial accuracy

Authors: Raphael Olivier, Bhiksha Raj | Published: 2022-07-08 | Updated: 2023-08-10
モデルの設計や精度
敵対的訓練
防御手法

Robust Upper Bounds for Adversarial Training

Authors: Dimitris Bertsimas, Xavier Boix, Kimberly Villalobos Carballo, Dick den Hertog | Published: 2021-12-17 | Updated: 2023-04-06
ロバスト回帰
敵対的訓練
深層学習手法

Addressing Adversarial Machine Learning Attacks in Smart Healthcare Perspectives

Authors: Arawinkumaar Selvakkumar, Shantanu Pal, Zahra Jadidi | Published: 2021-12-16
敵対的サンプル
敵対的訓練
機械学習の応用

Model Stealing Attacks Against Inductive Graph Neural Networks

Authors: Yun Shen, Xinlei He, Yufei Han, Yang Zhang | Published: 2021-12-15
グラフ表現学習
敵対的訓練
機械学習手法

Robustifying automatic speech recognition by extracting slowly varying features

Authors: Matías Pizarro, Dorothea Kolossa, Asja Fischer | Published: 2021-12-14 | Updated: 2024-11-06
ポイズニング
敵対的訓練
防御手法

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

Evaluating Deep Learning Models and Adversarial Attacks on Accelerometer-Based Gesture Authentication

Authors: Elliu Huang, Fabio Di Troia, Mark Stamp | Published: 2021-10-03
バックドア攻撃
敵対的訓練
深層学習手法

Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart

Authors: Tianyu Pang, Huishuai Zhang, Di He, Yinpeng Dong, Hang Su, Wei Chen, Jun Zhu, Tie-Yan Liu | Published: 2021-05-31 | Updated: 2022-03-31
ラベル不確実性
分類パターン分析
敵対的訓練

Robustifying $\ell_\infty$ Adversarial Training to the Union of Perturbation Models

Authors: Ameya D. Patil, Michael Tuttle, Alexander G. Schwing, Naresh R. Shanbhag | Published: 2021-05-31 | Updated: 2021-06-11
敵対的訓練
脆弱性評価手法
計算効率