文献データベース

MixTrain: Scalable Training of Verifiably Robust Neural Networks

Authors: Shiqi Wang, Yizheng Chen, Ahmed Abdou, Suman Jana | Published: 2018-11-06 | Updated: 2018-12-01
モデル性能評価
ロバスト性向上
敵対的学習

Exploring Connections Between Active Learning and Model Extraction

Authors: Varun Chandrasekaran, Kamalika Chaudhuri, Irene Giacomelli, Somesh Jha, Songbai Yan | Published: 2018-11-05 | Updated: 2019-11-20
オンライン学習
モデル性能評価
モデル抽出攻撃

Active Deep Learning Attacks under Strict Rate Limitations for Online API Calls

Authors: Yi Shi, Yalin E. Sagduyu, Kemal Davaslioglu, Jason H. Li | Published: 2018-11-05
オンライン学習
メンバーシップ推論
敵対的サンプル

Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference

Authors: Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique | Published: 2018-11-05
IoTセキュリティ
ポイズニング攻撃
モデル抽出攻撃

FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Authors: Faiq Khalid, Muhammmad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique | Published: 2018-11-04
モデル抽出攻撃
攻撃の評価
防御手法

SSCNets: Robustifying DNNs using Secure Selective Convolutional Filters

Authors: Hassan Ali, Faiq Khalid, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique | Published: 2018-11-04 | Updated: 2020-05-15
トリガーの検知
ロバスト性向上
攻撃の評価

QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks

Authors: Faiq Khalid, Hassan Ali, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique | Published: 2018-11-04 | Updated: 2020-05-14
モデルの頑健性保証
量子化手法
防御手法

Structure and Content of the Visible Darknet

Authors: Georgia Avarikioti, Roman Brunner, Aggelos Kiayias, Roger Wattenhofer, Dionysis Zindros | Published: 2018-11-04 | Updated: 2018-11-07
ダークネット分析
データ収集
法律遵守

Learning to Defend by Learning to Attack

Authors: Haoming Jiang, Zhehui Chen, Yuyang Shi, Bo Dai, Tuo Zhao | Published: 2018-11-03 | Updated: 2021-05-02
オンライン学習
ロバスト最適化
敵対的学習

A Marauder’s Map of Security and Privacy in Machine Learning

Authors: Nicolas Papernot | Published: 2018-11-03
ITセキュリティの課題
不確実性の定量化
差分プライバシー