文献データベース

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Authors: Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann | Published: 2019-02-01 | Updated: 2019-03-09
ロバスト性向上
敵対的攻撃
深層学習技術

The Efficacy of SHIELD under Different Threat Models

Authors: Cory Cornelius, Nilaksh Das, Shang-Tse Chen, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2019-02-01 | Updated: 2019-08-02
モデルの頑健性保証
敵対的攻撃
脅威モデリング

Robustness Certificates Against Adversarial Examples for ReLU Networks

Authors: Sahil Singla, Soheil Feizi | Published: 2019-02-01 | Updated: 2019-02-05
ロバスト性向上
敵対的サンプル
敵対的攻撃

Natural and Adversarial Error Detection using Invariance to Image Transformations

Authors: Yuval Bahat, Michal Irani, Gregory Shakhnarovich | Published: 2019-02-01
データキュレーション
モデルの頑健性保証
ロバスト性向上

Optimal Attack against Autoregressive Models by Manipulating the Environment

Authors: Yiding Chen, Xiaojin Zhu | Published: 2019-02-01 | Updated: 2019-12-01
MPCアルゴリズム
敵対的攻撃
最適化問題

A New Family of Neural Networks Provably Resistant to Adversarial Attacks

Authors: Rakshit Agrawal, Luca de Alfaro, David Helmbold | Published: 2019-02-01
敵対的サンプル
敵対的学習
敵対的攻撃

Training Artificial Neural Networks by Generalized Likelihood Ratio Method: Exploring Brain-like Learning to Improve Robustness

Authors: Li Xiao, Yijie Peng, Jeff Hong, Zewu Ke, Shuhuai Yang | Published: 2019-01-31 | Updated: 2019-07-11
ロバスト性向上
損失項
最適化問題

CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-01-28 | Updated: 2019-05-24
敵対的サンプル
敵対的摂動手法
敵対的攻撃

Utility Preserving Secure Private Data Release

Authors: Jasjeet Dhaliwal, Geoffrey So, Aleatha Parker-Wood, Melanie Beck | Published: 2019-01-28 | Updated: 2019-03-15
ランダム化手法
差分プライバシー
距離回復アルゴリズム

Do Not Return Similarity: Face Recovery with Distance

Authors: Mingtian Tan, Zhe Zhou | Published: 2019-01-28 | Updated: 2019-08-06
情報漏洩の原因
顔認証技術
高次元データ分析