敵対的攻撃手法

Optimizing Information Loss Towards Robust Neural Networks

Authors: Philip Sperl, Konstantin Böttinger | Published: 2020-08-07 | Updated: 2020-09-29
情報理論的アプローチ
敵対的サンプル
敵対的攻撃手法

Deep Learning Defenses Against Adversarial Examples for Dynamic Risk Assessment

Authors: Xabier Echeberria-Barrio, Amaia Gil-Lerchundi, Ines Goicoechea-Telleria, Raul Orduna-Urrutia | Published: 2020-07-02
敵対的サンプル
敵対的攻撃手法
防御メカニズム

Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks

Authors: Francesco Croce, Maksym Andriushchenko, Naman D. Singh, Nicolas Flammarion, Matthias Hein | Published: 2020-06-23 | Updated: 2022-02-08
クエリ生成手法
強化学習
敵対的攻撃手法

RayS: A Ray Searching Method for Hard-label Adversarial Attack

Authors: Jinghui Chen, Quanquan Gu | Published: 2020-06-23 | Updated: 2020-09-05
メンバーシップ推論
敵対的攻撃手法
機械学習アルゴリズム

Perceptual Adversarial Robustness: Defense Against Unseen Threat Models

Authors: Cassidy Laidlaw, Sahil Singla, Soheil Feizi | Published: 2020-06-22 | Updated: 2021-07-04
ポイズニング
敵対的攻撃手法
防御メカニズム

Learning to Generate Noise for Multi-Attack Robustness

Authors: Divyam Madaan, Jinwoo Shin, Sung Ju Hwang | Published: 2020-06-22 | Updated: 2021-06-24
敵対的摂動手法
敵対的攻撃手法
防御メカニズム

OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training

Authors: Eran Segalis, Eran Galili | Published: 2020-06-17 | Updated: 2020-11-25
敵対的攻撃手法
機械学習アルゴリズム
画像処理

QEBA: Query-Efficient Boundary-Based Blackbox Attack

Authors: Huichen Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li | Published: 2020-05-28
敵対的攻撃手法
機械学習のプライバシー保護
次元削減手法

Deceptive Deletions for Protecting Withdrawn Posts on Social Platforms

Authors: Mohsen Minaei, S Chandra Mouli, Mainack Mondal, Bruno Ribeiro, Aniket Kate | Published: 2020-05-28
データ保護手法
プライバシー評価
敵対的攻撃手法

Transferable Perturbations of Deep Feature Distributions

Authors: Nathan Inkawhich, Kevin J Liang, Lawrence Carin, Yiran Chen | Published: 2020-04-27
マルチクラス分類
敵対的攻撃手法
深層学習技術