文献データベース

Adversarial Training Versus Weight Decay

Authors: Angus Galloway, Thomas Tanay, Graham W. Taylor | Published: 2018-04-10 | Updated: 2018-07-23
モデルの頑健性保証
敵対的学習
敵対的攻撃

An ADMM-Based Universal Framework for Adversarial Attacks on Deep Neural Networks

Authors: Pu Zhao, Sijia Liu, Yanzhi Wang, Xue Lin | Published: 2018-04-09
バックドアモデルの検知
敵対的サンプル
敵対的攻撃

The Challenges in SDN/ML Based Network Security : A Survey

Authors: Tam N. Nguyen | Published: 2018-04-08 | Updated: 2018-04-14
SDNセキュリティソリューション
モデル抽出攻撃
異常検知手法

A Machine Learning Approach To Prevent Malicious Calls Over Telephony Networks

Authors: Huichen Li, Xiaojun Xu, Chang Liu, Teng Ren, Kun Wu, Xuezhi Cao, Weinan Zhang, Yong Yu, Dawn Song | Published: 2018-04-07
大規模言語モデル
時間に関連する特徴
統計的分析

Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Authors: Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio | Published: 2018-04-07
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

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks

Authors: Ali Shafahi, W. Ronny Huang, Mahyar Najibi, Octavian Suciu, Christoph Studer, Tudor Dumitras, Tom Goldstein | Published: 2018-04-03 | Updated: 2018-11-10
バックドア攻撃
ポイズニング
毒データの検知

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