AIセキュリティポータルbot

Resilient Non-Submodular Maximization over Matroid Constraints

Authors: Vasileios Tzoumas, Ali Jadbabaie, George J. Pappas | Published: 2018-04-02 | Updated: 2018-12-06
収束解析
最適化問題
近似計算

Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Authors: Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, Bo Li | Published: 2018-04-01 | Updated: 2021-09-28
ポイズニング
損失関数
毒データの検知

Adversarial Attacks and Defences Competition

Authors: Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe | Published: 2018-03-31
モデルの頑健性保証
敵対的攻撃
深層ネットワークの堅牢性

Two-Stream Neural Networks for Tampered Face Detection

Authors: Peng Zhou, Xintong Han, Vlad I. Morariu, Larry S. Davis | Published: 2018-03-29
ディープフェイクの検知
性能評価指標
深層学習手法

Protection against Cloning for Deep Learning

Authors: Richard Kenway | Published: 2018-03-29
モデル抽出攻撃の検知
敵対的攻撃
深層ネットワークの堅牢性

Defending against Adversarial Images using Basis Functions Transformations

Authors: Uri Shaham, James Garritano, Yutaro Yamada, Ethan Weinberger, Alex Cloninger, Xiuyuan Cheng, Kelly Stanton, Yuval Kluger | Published: 2018-03-28 | Updated: 2018-04-16
ウォーターマーキング
モデルの頑健性保証
敵対的攻撃

You are your Metadata: Identification and Obfuscation of Social Media Users using Metadata Information

Authors: Beatrice Perez, Mirco Musolesi, Gianluca Stringhini | Published: 2018-03-27 | Updated: 2018-05-14
プライバシー保護
特徴選択手法
統計的分析

Privacy Preserving Machine Learning: Threats and Solutions

Authors: Mohammad Al-Rubaie, J. Morris Chang | Published: 2018-03-27
プライバシー保護技術
次元削減手法

Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries

Authors: Pierre Dellenbach, Aurélien Bellet, Jan Ramon | Published: 2018-03-27
グラフプライバシー
プライバシー保護
差分プライバシー

Bypassing Feature Squeezing by Increasing Adversary Strength

Authors: Yash Sharma, Pin-Yu Chen | Published: 2018-03-27
実験的検証
敵対的学習
敵対的攻撃