モデル性能評価

ShadowNet: A Secure and Efficient On-device Model Inference System for Convolutional Neural Networks

Authors: Zhichuang Sun, Ruimin Sun, Changming Liu, Amrita Roy Chowdhury, Long Lu, Somesh Jha | Published: 2020-11-11 | Updated: 2023-07-06
TEE実装
ウォーターマーキング
モデル性能評価

Efficient and Transferable Adversarial Examples from Bayesian Neural Networks

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2020-11-10 | Updated: 2022-06-18
モデル性能評価
敵対的サンプル
敵対的攻撃

On the Privacy Risks of Algorithmic Fairness

Authors: Hongyan Chang, Reza Shokri | Published: 2020-11-07 | Updated: 2021-04-07
データプライバシー評価
メンバーシップ推論
モデル性能評価

Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift

Authors: Federico Barbero, Feargus Pendlebury, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2020-10-08 | Updated: 2024-01-08
マルチクラス分類
モデル性能評価
概念漂流

Android Botnet Detection using Convolutional Neural Networks

Authors: Sina Hojjatinia, Sajad Hamzenejadi, Hadis Mohseni | Published: 2019-11-27
ボットネット検出
モデル性能評価
機械学習の応用

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