性能評価指標

Reconstructing Training Data from Trained Neural Networks

Authors: Niv Haim, Gal Vardi, Gilad Yehudai, Ohad Shamir, Michal Irani | Published: 2022-06-15 | Updated: 2022-12-05
ハイパーパラメータ調整
性能評価指標
敵対的学習

Learn to Adapt: Robust Drift Detection in Security Domain

Authors: Aditya Kuppa, Nhien-An Le-Khac | Published: 2022-06-15
ドリフト検出手法
性能評価指標
敵対的学習

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
収束特性
性能評価指標
損失関数

Threat Detection for General Social Engineering Attack Using Machine Learning Techniques

Authors: Zuoguang Wang, Yimo Ren, Hongsong Zhu, Limin Sun | Published: 2022-03-15 | Updated: 2022-03-17
データセット評価
性能評価指標
特徴選択手法

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