文献データベース

A framework for the extraction of Deep Neural Networks by leveraging public data

Authors: Soham Pal, Yash Gupta, Aditya Shukla, Aditya Kanade, Shirish Shevade, Vinod Ganapathy | Published: 2019-05-22
データ収集
メンバーシップ推論
モデル性能評価

Learning to Confuse: Generating Training Time Adversarial Data with Auto-Encoder

Authors: Ji Feng, Qi-Zhi Cai, Zhi-Hua Zhou | Published: 2019-05-22
ポイズニング
効果的な摂動手法
機械学習アルゴリズム

DoPa: A Comprehensive CNN Detection Methodology against Physical Adversarial Attacks

Authors: Zirui Xu, Fuxun Yu, Xiang Chen | Published: 2019-05-21 | Updated: 2019-08-28
CNNの脆弱性
攻撃検出
物理的敵対攻撃

Few-Shot Adversarial Learning of Realistic Neural Talking Head Models

Authors: Egor Zakharov, Aliaksandra Shysheya, Egor Burkov, Victor Lempitsky | Published: 2019-05-20 | Updated: 2019-09-25
Few-Shot Learning
ディープフェイク
深層学習モデル

Phish-IRIS: A New Approach for Vision Based Brand Prediction of Phishing Web Pages via Compact Visual Descriptors

Authors: Firat Coskun Dalgic, Ahmet Selman Bozkir, Murat Aydos | Published: 2019-05-19
モデル評価
特徴抽出手法
視覚的手法

Taking Care of The Discretization Problem: A Comprehensive Study of the Discretization Problem and A Black-Box Adversarial Attack in Discrete Integer Domain

Authors: Lei Bu, Yuchao Duan, Fu Song, Zhe Zhao | Published: 2019-05-19 | Updated: 2020-04-26
モデル評価
性能評価指標
攻撃の分類

The Curious Case of Machine Learning In Malware Detection

Authors: Sherif Saad, William Briguglio, Haytham Elmiligi | Published: 2019-05-18
マルウェア検出手法
情報セキュリティ
適応型再訓練メカニズム

Percival: Making In-Browser Perceptual Ad Blocking Practical With Deep Learning

Authors: Zain ul abi Din, Panagiotis Tigas, Samuel T. King, Benjamin Livshits | Published: 2019-05-17 | Updated: 2020-05-20
モデル評価
広告ブロックシステム
情報セキュリティ

POPQORN: Quantifying Robustness of Recurrent Neural Networks

Authors: Ching-Yun Ko, Zhaoyang Lyu, Tsui-Wei Weng, Luca Daniel, Ngai Wong, Dahua Lin | Published: 2019-05-17
ポイズニング
モデル評価
性能評価手法

Simple Black-box Adversarial Attacks

Authors: Chuan Guo, Jacob R. Gardner, Yurong You, Andrew Gordon Wilson, Kilian Q. Weinberger | Published: 2019-05-17 | Updated: 2019-08-15
クエリ生成手法
性能評価手法
敵対的訓練