Active Learning

Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification

Authors: Jacopo Talpini, Fabio Sartori, Marco Savi | Published: 2023-09-05 | Updated: 2024-04-09
Out-of-Distribution Detection
Active Learning
Uncertainty Assessment
2023.09.05 2025.05.28
Literature Database

Active learning for fast and slow modeling attacks on Arbiter PUFs

Authors: Vincent Dumoulin, Wenjing Rao, Natasha Devroye | Published: 2023-08-25
Evaluation Methods for PUF
Active Learning
Machine Learning Method
2023.08.25 2025.05.28
Literature Database

RareGAN: Generating Samples for Rare Classes

Authors: Zinan Lin, Hao Liang, Giulia Fanti, Vyas Sekar | Published: 2022-03-20
Active Learning
Trade-off Analysis
Training Data Generation
2022.03.20 2025.05.28
Literature Database

Generating Practical Adversarial Network Traffic Flows Using NIDSGAN

Authors: Bolor-Erdene Zolbayar, Ryan Sheatsley, Patrick McDaniel, Michael J. Weisman, Sencun Zhu, Shitong Zhu, Srikanth Krishnamurthy | Published: 2022-03-13
Active Learning
Network Threat Detection
Performance Evaluation
2022.03.13 2025.05.28
Literature Database

Living-Off-The-Land Command Detection Using Active Learning

Authors: Talha Ongun, Jack W. Stokes, Jonathan Bar Or, Ke Tian, Farid Tajaddodianfar, Joshua Neil, Christian Seifert, Alina Oprea, John C. Platt | Published: 2021-11-30
Active Learning
Backdoor Attack
Malware Detection Method
2021.11.30 2025.05.28
Literature Database

Machine Learning for Fraud Detection in E-Commerce: A Research Agenda

Authors: Niek Tax, Kees Jan de Vries, Mathijs de Jong, Nikoleta Dosoula, Bram van den Akker, Jon Smith, Olivier Thuong, Lucas Bernardi | Published: 2021-07-05
Active Learning
Machine Learning Technology
Crime Detection
2021.07.05 2025.05.28
Literature Database

A Review of Confidentiality Threats Against Embedded Neural Network Models

Authors: Raphaël Joud, Pierre-Alain Moellic, Rémi Bernhard, Jean-Baptiste Rigaud | Published: 2021-05-04
Active Learning
Data Privacy Assessment
Model Extraction Attack
2021.05.04 2025.05.28
Literature Database

CaPC Learning: Confidential and Private Collaborative Learning

Authors: Christopher A. Choquette-Choo, Natalie Dullerud, Adam Dziedzic, Yunxiang Zhang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2021-02-09 | Updated: 2021-03-19
Active Learning
Data Protection Method
Encryption Technology
2021.02.09 2025.05.28
Literature Database

Deep Active Learning with Crowdsourcing Data for Privacy Policy Classification

Authors: Wenjun Qiu, David Lie | Published: 2020-08-07
Active Learning
Data Extraction and Analysis
Privacy Assessment
2020.08.07 2025.05.28
Literature Database

Active Learning for Network Intrusion Detection

Authors: Amir Ziai | Published: 2019-04-02
Active Learning
Data Preprocessing
Machine Learning Application
2019.04.02 2025.05.28
Literature Database