深層学習

Adversarial Attacks Against Medical Deep Learning Systems

Authors: Samuel G. Finlayson, Hyung Won Chung, Isaac S. Kohane, Andrew L. Beam | Published: 2018-04-15 | Updated: 2019-02-04
敵対的学習
敵対的攻撃分析
深層学習

A Deep Learning Approach to Fast, Format-Agnostic Detection of Malicious Web Content

Authors: Joshua Saxe, Richard Harang, Cody Wild, Hillary Sanders | Published: 2018-04-13
ウェブページコンテンツ分析
バックドアモデルの検知
深層学習

Adversarial Examples: Attacks and Defenses for Deep Learning

Authors: Xiaoyong Yuan, Pan He, Qile Zhu, Xiaolin Li | Published: 2017-12-19 | Updated: 2018-07-07
敵対的スペクトル攻撃検出
敵対的学習
深層学習

Learning Differentially Private Recurrent Language Models

Authors: H. Brendan McMahan, Daniel Ramage, Kunal Talwar, Li Zhang | Published: 2017-10-18 | Updated: 2018-02-24
プライバシー保護機械学習
差分プライバシー
深層学習

Neural Trojans

Authors: Yuntao Liu, Yang Xie, Ankur Srivastava | Published: 2017-10-03
バックドアモデルの検知
攻撃手法
深層学習

Ensemble Adversarial Training: Attacks and Defenses

Authors: Florian Tramèr, Alexey Kurakin, Nicolas Papernot, Ian Goodfellow, Dan Boneh, Patrick McDaniel | Published: 2017-05-19 | Updated: 2020-04-26
モデルの頑健性保証
モデル抽出攻撃
深層学習