文献データベース

Built-in Vulnerabilities to Imperceptible Adversarial Perturbations

Authors: Thomas Tanay, Jerone T. A. Andrews, Lewis D. Griffin | Published: 2018-06-19 | Updated: 2019-05-07
モデルの頑健性保証
敵対的学習
敵対的訓練

Effect of Hyper-Parameter Optimization on the Deep Learning Model Proposed for Distributed Attack Detection in Internet of Things Environment

Authors: Md Mohaimenuzzaman, Zahraa Said Abdallah, Joarder Kamruzzaman, Bala Srinivasan | Published: 2018-06-19
サイバーセキュリティ
深層学習技術

Privacy Preserving Analytics on Distributed Medical Data

Authors: Marina Blanton, Ah Reum Kang, Subhadeep Karan, Jaroslaw Zola | Published: 2018-06-18
データ前処理
プライバシー保護手法
差分プライバシー

Image classification and retrieval with random depthwise signed convolutional neural networks

Authors: Yunzhe Xue, Usman Roshan | Published: 2018-06-15 | Updated: 2019-03-15
深層学習技術
画像分類手法

Hardware Trojan Attacks on Neural Networks

Authors: Joseph Clements, Yingjie Lao | Published: 2018-06-14
トリガーの検知
敵対的サンプル
深層学習技術

Securing Majority-Attack In Blockchain Using Machine Learning And Algorithmic Game Theory: A Proof of Work

Authors: Somdip Dey | Published: 2018-06-14
サイバーセキュリティ
不正取引
攻撃の分類

Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data

Authors: Jacson Rodrigues Correia-Silva, Rodrigo F. Berriel, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos | Published: 2018-06-14
ポイズニング
モデルの頑健性保証
顔認識システム

Manifold Mixup: Better Representations by Interpolating Hidden States

Authors: Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, Aaron Courville, David Lopez-Paz, Yoshua Bengio | Published: 2018-06-13 | Updated: 2019-05-11
クラス選択性
堅牢性向上手法
深層学習技術

Static Malware Detection & Subterfuge: Quantifying the Robustness of Machine Learning and Current Anti-Virus

Authors: William Fleshman, Edward Raff, Richard Zak, Mark McLean, Charles Nicholas | Published: 2018-06-12
サイバーセキュリティ
攻撃の分類
敵対的学習

Defense Against the Dark Arts: An overview of adversarial example security research and future research directions

Authors: Ian Goodfellow | Published: 2018-06-11
モデルの頑健性保証
敵対的サンプル
敵対的訓練