文献データベース

Fastened CROWN: Tightened Neural Network Robustness Certificates

Authors: Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel | Published: 2019-12-02
性能評価
深層学習
連続的な線形関数

A Method for Computing Class-wise Universal Adversarial Perturbations

Authors: Tejus Gupta, Abhishek Sinha, Nupur Kumari, Mayank Singh, Balaji Krishnamurthy | Published: 2019-12-01
敵対的サンプル
敵対的サンプルの脆弱性
深層学習

Data Poisoning Attacks on Neighborhood-based Recommender Systems

Authors: Liang Chen, Yangjun Xu, Fenfang Xie, Min Huang, Zibin Zheng | Published: 2019-12-01
ポイズニング
ロバスト性
最適化問題

Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality

Authors: Pulkit Sharma, Farah E Shamout, David A Clifton | Published: 2019-12-01
プライバシー保護
分散学習
性能評価

Design and Interpretation of Universal Adversarial Patches in Face Detection

Authors: Xiao Yang, Fangyun Wei, Hongyang Zhang, Jun Zhu | Published: 2019-11-30 | Updated: 2020-07-17
敵対的スペクトル攻撃検出
最適化問題
深層学習手法

Error-Correcting Output Codes with Ensemble Diversity for Robust Learning in Neural Networks

Authors: Yang Song, Qiyu Kang, Wee Peng Tay | Published: 2019-11-30 | Updated: 2021-05-07
エラー訂正ニューラルネットワーク
機械学習
深層学習技術

Federated Learning with Autotuned Communication-Efficient Secure Aggregation

Authors: Keith Bonawitz, Fariborz Salehi, Jakub Konečný, Brendan McMahan, Marco Gruteser | Published: 2019-11-30
セキュアな通信チャネル
プライバシー保証
量子分類器

Square Attack: a query-efficient black-box adversarial attack via random search

Authors: Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion, Matthias Hein | Published: 2019-11-29 | Updated: 2020-07-29
モデル評価
敵対的攻撃検出
敵対的訓練

Computer Systems Have 99 Problems, Let’s Not Make Machine Learning Another One

Authors: David Mohaisen, Songqing Chen | Published: 2019-11-28
モデル評価
敵対的サンプル
機械学習アルゴリズム

Free-riders in Federated Learning: Attacks and Defenses

Authors: Jierui Lin, Min Du, Jian Liu | Published: 2019-11-28
FR検出メカニズム
フリーライダー攻撃
異常検出手法