モデル性能評価

Local Model Poisoning Attacks to Byzantine-Robust Federated Learning

Authors: Minghong Fang, Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong | Published: 2019-11-26 | Updated: 2021-11-21
ポイズニング
モデル性能評価
攻撃タイプ

Defending Against Adversarial Machine Learning

Authors: Alison Jenkins | Published: 2019-11-26
モデル性能評価
特徴選択手法
統計的分析

Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data

Authors: Ehsan Aghaei, Gursel Serpen | Published: 2019-11-25
モデル性能評価
深層学習に基づくIDS
研究方法論

Transaction Confirmation Time Prediction in Ethereum Blockchain Using Machine Learning

Authors: Harsh Jot Singh, Abdelhakim Senhaji Hafid | Published: 2019-11-25
ブロックチェーン経済学
モデル性能評価
機械学習の応用

DL-Droid: Deep learning based android malware detection using real devices

Authors: Mohammed K. Alzaylaee, Suleiman Y. Yerima, Sakir Sezer | Published: 2019-11-22
モデル性能評価
深層学習
特徴抽出手法

mm-Pose: Real-Time Human Skeletal Posture Estimation using mmWave Radars and CNNs

Authors: Arindam Sengupta, Feng Jin, Renyuan Zhang, Siyang Cao | Published: 2019-11-21
モデル性能評価
レーダー技術
深層学習

The Performance of Machine and Deep Learning Classifiers in Detecting Zero-Day Vulnerabilities

Authors: Faranak Abri, Sima Siami-Namini, Mahdi Adl Khanghah, Fahimeh Mirza Soltani, Akbar Siami Namin | Published: 2019-11-21
ハイパーパラメータ最適化
モデル性能評価
特徴エンジニアリング

Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation

Authors: Alexander Levine, Soheil Feizi | Published: 2019-11-21
モデル性能評価
数値安定性の問題
敵対的攻撃手法

Fine-grained Synthesis of Unrestricted Adversarial Examples

Authors: Omid Poursaeed, Tianxing Jiang, Yordanos Goshu, Harry Yang, Serge Belongie, Ser-Nam Lim | Published: 2019-11-20 | Updated: 2020-10-22
モデル性能評価
モデル設計
敵対的攻撃手法

Deep Minimax Probability Machine

Authors: Lirong He, Ziyi Guo, Kaizhu Huang, Zenglin Xu | Published: 2019-11-20
モデル性能評価
敵対的サンプル
敵対的攻撃手法