モデル性能評価

Machine Learning for Network-based Intrusion Detection Systems: an Analysis of the CIDDS-001 Dataset

Authors: José Carneiro, Nuno Oliveira, Norberto Sousa, Eva Maia, Isabel Praça | Published: 2021-07-02
データセット評価
モデル性能評価
攻撃の評価

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means

Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
MLベースのIDS
データ前処理
モデル性能評価

Property Inference Attacks on Convolutional Neural Networks: Influence and Implications of Target Model’s Complexity

Authors: Mathias P. M. Parisot, Balazs Pejo, Dayana Spagnuelo | Published: 2021-04-27
データプライバシー評価
プライバシー保護
モデル性能評価

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

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks

Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
モデル性能評価
敵対的攻撃
脆弱性分析

Proof-of-Learning: Definitions and Practice

Authors: Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-03-09
データ依存性
モデル性能評価
敵対的攻撃

Robust Black-box Watermarking for Deep NeuralNetwork using Inverse Document Frequency

Authors: Mohammad Mehdi Yadollahi, Farzaneh Shoeleh, Sajjad Dadkhah, Ali A. Ghorbani | Published: 2021-03-09
モデル性能評価
深層学習手法
透かし評価

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03
モデル性能評価
敵対的サンプル
敵対的訓練