Online Learning

Advancing Email Spam Detection: Leveraging Zero-Shot Learning and Large Language Models

Authors: Ghazaleh SHirvani, Saeid Ghasemshirazi | Published: 2025-05-05
Online Learning
Application of Text Classification
Machine Learning Technology

Data Encryption Battlefield: A Deep Dive into the Dynamic Confrontations in Ransomware Attacks

Authors: Arash Mahboubi, Hamed Aboutorab, Seyit Camtepe, Hang Thanh Bui, Khanh Luong, Keyvan Ansari, Shenlu Wang, Bazara Barry | Published: 2025-04-29
Online Learning
Poisoning
Performance Evaluation

Online Gradient Boosting Decision Tree: In-Place Updates for Efficient Adding/Deleting Data

Authors: Huawei Lin, Jun Woo Chung, Yingjie Lao, Weijie Zhao | Published: 2025-02-03
Online Learning

MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification

Authors: Jimin Park, AHyun Ji, Minji Park, Mohammad Saidur Rahman, Se Eun Oh | Published: 2025-01-02
Online Learning
Malware Classification

A Sysmon Incremental Learning System for Ransomware Analysis and Detection

Authors: Jamil Ispahany, MD Rafiqul Islam, M. Arif Khan, MD Zahidul Islam | Published: 2025-01-02
Online Learning
Dynamic Analysis

Online Clustering of Known and Emerging Malware Families

Authors: Olha Jurečková, Martin Jureček, Mark Stamp | Published: 2024-05-06
Online Learning
Clustering methods
Malware Classification

An incremental hybrid adaptive network-based IDS in Software Defined Networks to detect stealth attacks

Authors: Abdullah H Alqahtani | Published: 2024-04-01
Online Learning
Intrusion Detection System
Anomaly Detection Method

Private PAC Learning May be Harder than Online Learning

Authors: Mark Bun, Aloni Cohen, Rathin Desai | Published: 2024-02-16
Watermarking
Online Learning
Watermark Evaluation

Decentralised and collaborative machine learning framework for IoT

Authors: Martín González-Soto, Rebeca P. Díaz-Redondo, Manuel Fernández-Veiga, Bruno Rodríguez-Castro, Ana Fernández-Vilas | Published: 2023-12-19
Online Learning
Prototype Network
Federated Learning

Continuous Learning for Android Malware Detection

Authors: Yizheng Chen, Zhoujie Ding, David Wagner | Published: 2023-02-08 | Updated: 2023-06-14
Online Learning
Poisoning
Model Performance Evaluation