性能評価指標

SmartValidator: A Framework for Automatic Identification and Classification of Cyber Threat Data

Authors: Chadni Islam, M. Ali Babar, Roland Croft, Helge Janicke | Published: 2022-03-15
モデル選択手法
性能評価指標
脅威インテリジェンス

PUMA: Performance Unchanged Model Augmentation for Training Data Removal

Authors: Ga Wu, Masoud Hashemi, Christopher Srinivasa | Published: 2022-03-02
データ管理システム
トレードオフ分析
性能評価指標

ML Supported Predictions for SAT Solvers Performance

Authors: A. -M. Leventi-Peetz, Jörg-Volker Peetz, Martina Rohde | Published: 2021-12-17
モデル設計
性能評価指標
機械学習手法

MuxLink: Circumventing Learning-Resilient MUX-Locking Using Graph Neural Network-based Link Prediction

Authors: Lilas Alrahis, Satwik Patnaik, Muhammad Shafique, Ozgur Sinanoglu | Published: 2021-12-14
リンク予測手法
性能評価指標
機械学習手法

Membership Inference Attacks From First Principles

Authors: Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, Florian Tramer | Published: 2021-12-07 | Updated: 2022-04-12
プライバシーリスク管理
メンバーシップ推論
性能評価指標

Federated Learning with Heterogeneous Differential Privacy

Authors: Nasser Aldaghri, Hessam Mahdavifar, Ahmad Beirami | Published: 2021-10-28 | Updated: 2023-01-14
プライバシー保護メカニズム
分散学習
性能評価指標

Machine Learning Algorithms In User Authentication Schemes

Authors: Laura Pryor, Rushit Dave, Naeem Seliya, Evelyn R Sowells Boone | Published: 2021-10-15
ユーザー活動解析
性能評価指標
機械学習アルゴリズム

A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity

Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
モデル選択
性能評価指標
機械学習アルゴリズム

Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Authors: Curtis G. Northcutt, Anish Athalye, Jonas Mueller | Published: 2021-03-26 | Updated: 2021-11-07
データキュレーション
ラベル推論攻撃
性能評価指標

Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning

Authors: Renjue Li, Pengfei Yang, Cheng-Chao Huang, Youcheng Sun, Bai Xue, Lijun Zhang | Published: 2021-01-25 | Updated: 2022-04-13
PACロバスト性
性能評価指標
深層学習技術