Online Learning

Adversarial Distilled Retrieval-Augmented Guarding Model for Online Malicious Intent Detection

Authors: Yihao Guo, Haocheng Bian, Liutong Zhou, Ze Wang, Zhaoyi Zhang, Francois Kawala, Milan Dean, Ian Fischer, Yuantao Peng, Noyan Tokgozoglu, Ivan Barrientos, Riyaaz Shaik, Rachel Li, Chandru Venkataraman, Reza Shifteh Far, Moses Pawar, Venkat Sundaranatha, Michael Xu, Frank Chu | Published: 2025-09-18
Poisoning attack on RAG
Online Learning
Robustness

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