文献データベース

Quantum federated learning through blind quantum computing

Authors: Weikang Li, Sirui Lu, Dong-Ling Deng | Published: 2021-03-15 | Updated: 2021-09-02
プライバシーリスク管理
ポイズニング
量子分類器

Simeon — Secure Federated Machine Learning Through Iterative Filtering

Authors: Nicholas Malecki, Hye-young Paik, Aleksandar Ignjatovic, Alan Blair, Elisa Bertino | Published: 2021-03-13
バックドア攻撃手法
ビザンチン合意メカニズム
敵対的攻撃手法

Explaining Network Intrusion Detection System Using Explainable AI Framework

Authors: Shraddha Mane, Dattaraj Rao | Published: 2021-03-12
サイバーセキュリティ
モデルアーキテクチャ
深層学習技術

On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models

Authors: Benjamin Zi Hao Zhao, Aviral Agrawal, Catisha Coburn, Hassan Jameel Asghar, Raghav Bhaskar, Mohamed Ali Kaafar, Darren Webb, Peter Dickinson | Published: 2021-03-12
メンバーシップ推論
敵対的攻撃手法
過剰適合と記憶化

Adversarial attacks in consensus-based multi-agent reinforcement learning

Authors: Martin Figura, Krishna Chaitanya Kosaraju, Vijay Gupta | Published: 2021-03-11
マルチエージェント強化学習
収束分析
敵対的攻撃手法

Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling

Authors: Md Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh | Published: 2021-03-11
モデル性能評価
リバースエンジニアリング
敵対的攻撃

BODAME: Bilevel Optimization for Defense Against Model Extraction

Authors: Yuto Mori, Atsushi Nitanda, Akiko Takeda | Published: 2021-03-11
モデル性能評価
敵対的攻撃
最適化アルゴリズムの選択と評価

Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support

Authors: Guangyuan Hu, Zecheng He, Ruby B. Lee | Published: 2021-03-11 | Updated: 2021-03-17
モデル性能評価
ユーザ行動分析
深層学習手法

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack

Authors: Yam Sharon, David Berend, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2021-03-10
攻撃検出
敵対的攻撃
脅威モデル

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
プライバシーリスク管理
量子機械学習