敵対的攻撃手法

Detection Defense Against Adversarial Attacks with Saliency Map

Authors: Dengpan Ye, Chuanxi Chen, Changrui Liu, Hao Wang, Shunzhi Jiang | Published: 2020-09-06
ポイズニング
敵対的サンプル
敵対的攻撃手法

Vulnerability of Face Recognition Systems Against Composite Face Reconstruction Attack

Authors: Hadi Mansourifar, Weidong Shi | Published: 2020-08-23
モデルインバージョン
敵対的攻撃手法
顔認識

Revisiting Adversarially Learned Injection Attacks Against Recommender Systems

Authors: Jiaxi Tang, Hongyi Wen, Ke Wang | Published: 2020-08-11 | Updated: 2020-08-28
敵対的攻撃手法
最適化問題
計算効率

Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification

Authors: Sina Däubener, Asja Fischer | Published: 2020-08-07 | Updated: 2020-08-17
不確実性評価
敵対的攻撃手法
深層学習手法

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