AIセキュリティポータルbot

Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems

Authors: Kazuya Kakizaki, Kosuke Yoshida | Published: 2019-05-09 | Updated: 2020-01-28
性能低下の要因
敵対的サンプル
敵対的攻撃検出

Reconstruction of Privacy-Sensitive Data from Protected Templates

Authors: Shideh Rezaeifar, Behrooz Razeghi, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-05-08
プライバシー手法
再構成攻撃
性能低下の要因

Adaptive Generation of Unrestricted Adversarial Inputs

Authors: Isaac Dunn, Hadrien Pouget, Tom Melham, Daniel Kroening | Published: 2019-05-07 | Updated: 2019-10-01
敵対的サンプル
敵対的攻撃検出
適応型敵対的訓練

Machine Learning Cryptanalysis of a Quantum Random Number Generator

Authors: Nhan Duy Truong, Jing Yan Haw, Syed Muhamad Assad, Ping Koy Lam, Omid Kavehei | Published: 2019-05-07 | Updated: 2019-05-13
データ収集手法
機械学習手法
量子計算

Adversarial Examples Are Not Bugs, They Are Features

Authors: Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Logan Engstrom, Brandon Tran, Aleksander Madry | Published: 2019-05-06 | Updated: 2019-08-12
ロバスト推定
性能低下の要因
敵対的サンプル

Cognitive Triaging of Phishing Attacks

Authors: Amber van der Heijden, Luca Allodi | Published: 2019-05-06 | Updated: 2019-05-29
データ収集手法
ポイズニング
攻撃シナリオ分析

Privacy-Preserving Deep Neural Networks with Pixel-based Image Encryption Considering Data Augmentation in the Encrypted Domain

Authors: Warit Sirichotedumrong, Takahiro Maekawa, Yuma Kinoshita, Hitoshi Kiya | Published: 2019-05-06
プライバシー手法
暗号化ドメインでのデータ拡張
機械学習のプライバシー保護

Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples

Authors: Vikash Sehwag, Arjun Nitin Bhagoji, Liwei Song, Chawin Sitawarin, Daniel Cullina, Mung Chiang, Prateek Mittal | Published: 2019-05-05
ポイズニング
敵対的サンプル
敵対的攻撃検出

CharBot: A Simple and Effective Method for Evading DGA Classifiers

Authors: Jonathan Peck, Claire Nie, Raaghavi Sivaguru, Charles Grumer, Femi Olumofin, Bin Yu, Anderson Nascimento, Martine De Cock | Published: 2019-05-03 | Updated: 2019-05-30
マルウェア検出
敵対的攻撃検出
機械学習

Locally Differentially Private Naive Bayes Classification

Authors: Emre Yilmaz, Mohammad Al-Rubaie, J. Morris Chang | Published: 2019-05-03
プライバシー手法
機械学習
次元削減手法