トラフィック分類

FlowXpert: Context-Aware Flow Embedding for Enhanced Traffic Detection in IoT Network

Authors: Chao Zha, Haolin Pan, Bing Bai, Jiangxing Wu, Ruyun Zhang | Published: 2025-09-25
トラフィック分類
ネットワーク脅威検出
検出手法の分析

Respond to Change with Constancy: Instruction-tuning with LLM for Non-I.I.D. Network Traffic Classification

Authors: Xinjie Lin, Gang Xiong, Gaopeng Gou, Wenqi Dong, Jing Yu, Zhen Li, Wei Xia | Published: 2025-05-27
トラフィック分類
モデル性能評価
構造学習

Early-Stage Anomaly Detection: A Study of Model Performance on Complete vs. Partial Flows

Authors: Adrian Pekar, Richard Jozsa | Published: 2024-07-03 | Updated: 2025-06-30
トラフィック分類
侵入検知システム
性能評価指標