アルゴリズム

Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees

Authors: Jacob H. Seidman, Mahyar Fazlyab, Victor M. Preciado, George J. Pappas | Published: 2020-05-01
アルゴリズム
敵対的サンプル
最適化戦略

Perturbing Across the Feature Hierarchy to Improve Standard and Strict Blackbox Attack Transferability

Authors: Nathan Inkawhich, Kevin J Liang, Binghui Wang, Matthew Inkawhich, Lawrence Carin, Yiran Chen | Published: 2020-04-29
アルゴリズム
敵対的攻撃検出
機械学習の役割

Wide-AdGraph: Detecting Ad Trackers with a Wide Dependency Chain Graph

Authors: Amir Hossein Kargaran, Mohammad Sadegh Akhondzadeh, Mohammad Reza Heidarpour, Mohammad Hossein Manshaei, Kave Salamatian, Masoud Nejad Sattary | Published: 2020-04-29 | Updated: 2021-05-10
URL解析手法
アルゴリズム
プライバシー評価

Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks

Authors: Alex Habeen Chang, Benjamin M. Case | Published: 2020-04-28 | Updated: 2020-04-29
アルゴリズム
攻撃パターン抽出
暗号化手法

Printing and Scanning Attack for Image Counter Forensics

Authors: Hailey Joren, Otkrist Gupta, Dan Raviv | Published: 2020-04-27 | Updated: 2020-06-24
アルゴリズム
画像特徴抽出
脆弱性検出

Face X-ray for More General Face Forgery Detection

Authors: Lingzhi Li, Jianmin Bao, Ting Zhang, Hao Yang, Dong Chen, Fang Wen, Baining Guo | Published: 2019-12-31 | Updated: 2020-04-19
アルゴリズム
ディープフェイクの検知
敵対的学習

Algorithmic Bias in Recidivism Prediction: A Causal Perspective

Authors: Aria Khademi, Vasant Honavar | Published: 2019-11-24
アルゴリズム
学習データのバイアス排除
学習データの偏り

Data Poisoning Attacks on Stochastic Bandits

Authors: Fang Liu, Ness Shroff | Published: 2019-05-16
アルゴリズム
ポイズニング
攻撃チェーン分析

Efficient ConvNets for Analog Arrays

Authors: Malte J. Rasch, Tayfun Gokmen, Mattia Rigotti, Wilfried Haensch | Published: 2018-07-03
アルゴリズム
性能評価

Stochastic Layer-Wise Precision in Deep Neural Networks

Authors: Griffin Lacey, Graham W. Taylor, Shawki Areibi | Published: 2018-07-03
アルゴリズム
性能評価
量子分類器