評価手法

A Comprehensive Study on Learning-Based PE Malware Family Classification Methods

Authors: Yixuan Ma, Shuang Liu, Jiajun Jiang, Guanhong Chen, Keqiu Li | Published: 2021-10-29
PEマルウェア分類
ポイズニング
評価手法

Dynamic detection of mobile malware using smartphone data and machine learning

Authors: J. S. Panman de Wit, J. van der Ham, D. Bucur | Published: 2021-07-23
マルウェア分類
機械学習の役割
評価手法

Malware Classification Using Deep Boosted Learning

Authors: Muhammad Asam, Saddam Hussain Khan, Tauseef Jamal, Umme Zahoora, Asifullah Khan | Published: 2021-07-08
PEマルウェア分類
深層転移学習
評価手法

Bayesian Attention Belief Networks

Authors: Shujian Zhang, Xinjie Fan, Bo Chen, Mingyuan Zhou | Published: 2021-06-09
自然言語処理
計算効率
評価手法

On Ensemble Learning

Authors: Mark Stamp, Aniket Chandak, Gavin Wong, Allen Ye | Published: 2021-03-07
パフォーマンス評価
機械学習の応用
評価手法

Risk Management Framework for Machine Learning Security

Authors: Jakub Breier, Adrian Baldwin, Helen Balinsky, Yang Liu | Published: 2020-12-09
コスト効率
データ保護手法
評価手法

Reliable Graph Neural Networks via Robust Aggregation

Authors: Simon Geisler, Daniel Zügner, Stephan Günnemann | Published: 2020-10-29
敵対的サンプル
証明書の比率
評価手法

Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based Models Reliable?

Authors: Anna-Kathrin Kopetzki, Bertrand Charpentier, Daniel Zügner, Sandhya Giri, Stephan Günnemann | Published: 2020-10-28 | Updated: 2021-06-11
敵対的サンプル
生成モデルの課題
評価手法

Robust and Verifiable Information Embedding Attacks to Deep Neural Networks via Error-Correcting Codes

Authors: Jinyuan Jia, Binghui Wang, Neil Zhenqiang Gong | Published: 2020-10-26
メンバーシップ推論
情報埋め込み攻撃
評価手法

MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models

Authors: Yixi Xu, Sumit Mukherjee, Xiyang Liu, Shruti Tople, Rahul Dodhia, Juan Lavista Ferres | Published: 2020-09-11 | Updated: 2022-10-12
データ生成
メンバーシップ開示リスク
評価手法