文献データベース

Query-Efficient Hard-label Black-box Attack:An Optimization-based Approach

Authors: Minhao Cheng, Thong Le, Pin-Yu Chen, Jinfeng Yi, Huan Zhang, Cho-Jui Hsieh | Published: 2018-07-12
モデル評価
敵対的攻撃
暗号化技術

Differentially-Private “Draw and Discard” Machine Learning

Authors: Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng | Published: 2018-07-11 | Updated: 2018-10-10
プライバシー評価
モデル評価
差分プライバシー

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks

Authors: Kimin Lee, Kibok Lee, Honglak Lee, Jinwoo Shin | Published: 2018-07-10 | Updated: 2018-10-27
モデル評価
敵対的サンプルの検知
敵対的学習

A Practical Approach to the Automatic Classification of Security-Relevant Commits

Authors: Antonino Sabetta, Michele Bezzi | Published: 2018-07-06
サイバーセキュリティの自動化
データ駆動型脆弱性評価
プログラム理解

Implicit Generative Modeling of Random Noise during Training for Adversarial Robustness

Authors: Priyadarshini Panda, Kaushik Roy | Published: 2018-07-05 | Updated: 2019-05-31
データ生成
モデルの頑健性保証
敵対的学習

Blockchain as a Service: A Decentralized and Secure Computing Paradigm

Authors: Gihan J. Mendis, Yifu Wu, Jin Wei, Moein Sabounchi, Rigoberto Roche' | Published: 2018-07-05 | Updated: 2019-09-04
プライバシー評価
ブロックチェーン経済学
モデルの設計や精度

Privacy-preserving Machine Learning through Data Obfuscation

Authors: Tianwei Zhang, Zecheng He, Ruby B. Lee | Published: 2018-07-05 | Updated: 2018-07-13
プライバシー保護技術
プロパティ推論攻撃
モデル抽出攻撃

Deep Learning for Launching and Mitigating Wireless Jamming Attacks

Authors: Tugba Erpek, Yalin E. Sagduyu, Yi Shi | Published: 2018-07-03 | Updated: 2018-12-13
トレーニングデータ生成
敵対的攻撃
防御手法

Efficient ConvNets for Analog Arrays

Authors: Malte J. Rasch, Tayfun Gokmen, Mattia Rigotti, Wilfried Haensch | Published: 2018-07-03
アルゴリズム
性能評価

Adversarial Robustness Toolbox v1.0.0

Authors: Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Beat Buesser, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards | Published: 2018-07-03 | Updated: 2019-11-15
バックドア攻撃
攻撃の評価
敵対的学習