Interpretable Anomaly Detection in Encrypted Traffic Using SHAP with Machine Learning Models
Fuente:
arXiv
Guardado en:
| Autores principales: | Singh, Kalindi, Kashyap, Aayush, Cherukuri, Aswani Kumar |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Comparative Evaluation of VAE, GAN, and SMOTE for Tor Detection in Encrypted Network Traffic
por: A, Saravanan, et al.
Publicado: (2026)
por: A, Saravanan, et al.
Publicado: (2026)
Encrypted Federated Search Using Homomorphic Encryption
por: Rathod, Om, et al.
Publicado: (2025)
por: Rathod, Om, et al.
Publicado: (2025)
Intrusion Detection System Using Deep Learning for Network Security
por: Chatterjee, Soham, et al.
Publicado: (2025)
por: Chatterjee, Soham, et al.
Publicado: (2025)
Large Language Models for Cyber Security
por: Somani, Raunak, et al.
Publicado: (2025)
por: Somani, Raunak, et al.
Publicado: (2025)
Analysis of Light-Weight Cryptography Algorithms for UAV-Networks
por: Patel, Aanchal, et al.
Publicado: (2025)
por: Patel, Aanchal, et al.
Publicado: (2025)
Blockchain-Integrated Privacy-Preserving Medical Insurance Claim Processing Using Homomorphic Encryption
por: Mamoria, Diya, et al.
Publicado: (2025)
por: Mamoria, Diya, et al.
Publicado: (2025)
Confidential Computing for Cloud Security: Exploring Hardware based Encryption Using Trusted Execution Environments
por: Agarwal, Dhruv Deepak, et al.
Publicado: (2025)
por: Agarwal, Dhruv Deepak, et al.
Publicado: (2025)
On Implementing Hybrid Post-Quantum End-to-End Encryption
por: Gandhi, Aditi, et al.
Publicado: (2026)
por: Gandhi, Aditi, et al.
Publicado: (2026)
Interpretable Ensemble Learning for Network Traffic Anomaly Detection: A SHAP-based Explainable AI Framework for Embedded Systems Security
por: Shao, Wanru
Publicado: (2026)
por: Shao, Wanru
Publicado: (2026)
Decompose to Understand, Fuse to Detect: Frequency-Decoupled Anomaly Detection for Encrypted Network Traffic
por: Lian, Xinglin, et al.
Publicado: (2026)
por: Lian, Xinglin, et al.
Publicado: (2026)
Conceptual Design and Implementation of FIDO2 compatible Smart Card for Decentralized Financial Transaction System
por: Ghosh, Anisha, et al.
Publicado: (2024)
por: Ghosh, Anisha, et al.
Publicado: (2024)
Anomaly Detection with LWE Encrypted Control
por: Alisic, Rijad, et al.
Publicado: (2025)
por: Alisic, Rijad, et al.
Publicado: (2025)
MIETT: Multi-Instance Encrypted Traffic Transformer for Encrypted Traffic Classification
por: Chen, Xu-Yang, et al.
Publicado: (2024)
por: Chen, Xu-Yang, et al.
Publicado: (2024)
Multimedia Traffic Anomaly Detection
por: Feng, Tongtong, et al.
Publicado: (2024)
por: Feng, Tongtong, et al.
Publicado: (2024)
Privacy Preserving Anomaly Detection on Homomorphic Encrypted Data from IoT Sensors
por: Hangan, Anca, et al.
Publicado: (2024)
por: Hangan, Anca, et al.
Publicado: (2024)
Language of Network: A Generative Pre-trained Model for Encrypted Traffic Comprehension
por: Zhao, Di, et al.
Publicado: (2025)
por: Zhao, Di, et al.
Publicado: (2025)
Inference Attacks on Encrypted Online Voting via Traffic Analysis
por: Belousova, Anastasiia, et al.
Publicado: (2025)
por: Belousova, Anastasiia, et al.
Publicado: (2025)
GETA: Generalized Encrypted Traffic Analysis
por: Gunasekara, Ransika, et al.
Publicado: (2026)
por: Gunasekara, Ransika, et al.
Publicado: (2026)
BLADE: Behavior-Level Anomaly Detection Using Network Traffic in Web Services
por: Dong, Zhibo, et al.
Publicado: (2025)
por: Dong, Zhibo, et al.
Publicado: (2025)
Unsupervised Cross-Protocol Anomaly Analysis in Mobile Core Networks via Multi-Embedding Models Consensus
por: Garg, Aayush, et al.
Publicado: (2026)
por: Garg, Aayush, et al.
Publicado: (2026)
Integrating Explainable AI for Effective Malware Detection in Encrypted Network Traffic
por: Zeleke, Sileshi Nibret, et al.
Publicado: (2025)
por: Zeleke, Sileshi Nibret, et al.
Publicado: (2025)
Interpretable Ransomware Detection Using Hybrid Large Language Models: A Comparative Analysis of BERT, RoBERTa, and DeBERTa Through LIME and SHAP
por: Ngoie, Elodie Mutombo, et al.
Publicado: (2025)
por: Ngoie, Elodie Mutombo, et al.
Publicado: (2025)
Generalized Encrypted Traffic Classification Using Inter-Flow Signals
por: Bianchi, Federica, et al.
Publicado: (2025)
por: Bianchi, Federica, et al.
Publicado: (2025)
The Inevitability of Side-Channel Leakage in Encrypted Traffic
por: Liu, Guangjie, et al.
Publicado: (2026)
por: Liu, Guangjie, et al.
Publicado: (2026)
ETGuard: Malicious Encrypted Traffic Detection in Blockchain-based Power Grid Systems
por: Zhou, Peng, et al.
Publicado: (2024)
por: Zhou, Peng, et al.
Publicado: (2024)
X-PRINT:Platform-Agnostic and Scalable Fine-Grained Encrypted Traffic Fingerprinting
por: Zhu, YuKun, et al.
Publicado: (2025)
por: Zhu, YuKun, et al.
Publicado: (2025)
Things that Matter -- Identifying Interactions and IoT Device Types in Encrypted Matter Traffic
por: Schlett, Kristopher Alex, et al.
Publicado: (2026)
por: Schlett, Kristopher Alex, et al.
Publicado: (2026)
Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017
por: Xu, Zhaoyang, et al.
Publicado: (2025)
por: Xu, Zhaoyang, et al.
Publicado: (2025)
Botnet Detection on CTU-13 Using Lightweight Machine Learning Models
por: Gurappa, Subhash, et al.
Publicado: (2026)
por: Gurappa, Subhash, et al.
Publicado: (2026)
Multimodal Reasoning with LLM for Encrypted Traffic Interpretation: A Benchmark
por: Zhang, Longgang, et al.
Publicado: (2026)
por: Zhang, Longgang, et al.
Publicado: (2026)
FG-SAT: Efficient Flow Graph for Encrypted Traffic Classification under Environment Shifts
por: Cui, Susu, et al.
Publicado: (2024)
por: Cui, Susu, et al.
Publicado: (2024)
Meta-UAD: A Meta-Learning Scheme for User-level Network Traffic Anomaly Detection
por: Feng, Tongtong, et al.
Publicado: (2024)
por: Feng, Tongtong, et al.
Publicado: (2024)
CONTEX-T: Contextual Exploitation of Encrypted Traffic for Device Fingerprinting via Transformer Time-Frequency Analysis
por: Islam, Nazmul, et al.
Publicado: (2026)
por: Islam, Nazmul, et al.
Publicado: (2026)
Extended Abstract: Shaperd: Easily Adoptable Real-Time Traffic Shaper for Fully Encrypted Protocols
por: Wilson, Sarah, et al.
Publicado: (2026)
por: Wilson, Sarah, et al.
Publicado: (2026)
Explainable Machine Learning for Phishing Detection on Heterogeneous Datasets with MCP-Enabled Deployment
por: Dora, Nikhil Kumar, et al.
Publicado: (2026)
por: Dora, Nikhil Kumar, et al.
Publicado: (2026)
Enhanced Anomaly Detection in Industrial Control Systems aided by Machine Learning
por: Berge, Vegard, et al.
Publicado: (2024)
por: Berge, Vegard, et al.
Publicado: (2024)
Self-adaptive Traffic Anomaly Detection System for IoT Smart Home Environments
por: Watanabe, Naoto, et al.
Publicado: (2024)
por: Watanabe, Naoto, et al.
Publicado: (2024)
M3S-UPD: Efficient Multi-Stage Self-Supervised Learning for Fine-Grained Encrypted Traffic Classification with Unknown Pattern Discovery
por: Yuan, Yali, et al.
Publicado: (2025)
por: Yuan, Yali, et al.
Publicado: (2025)
SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers
por: Wickramasinghe, Nimesha, et al.
Publicado: (2025)
por: Wickramasinghe, Nimesha, et al.
Publicado: (2025)
Machine Learning with Real-time and Small Footprint Anomaly Detection System for In-Vehicle Gateway
por: Wang, Yi, et al.
Publicado: (2024)
por: Wang, Yi, et al.
Publicado: (2024)
Ejemplares similares
-
Comparative Evaluation of VAE, GAN, and SMOTE for Tor Detection in Encrypted Network Traffic
por: A, Saravanan, et al.
Publicado: (2026) -
Encrypted Federated Search Using Homomorphic Encryption
por: Rathod, Om, et al.
Publicado: (2025) -
Intrusion Detection System Using Deep Learning for Network Security
por: Chatterjee, Soham, et al.
Publicado: (2025) -
Large Language Models for Cyber Security
por: Somani, Raunak, et al.
Publicado: (2025) -
Analysis of Light-Weight Cryptography Algorithms for UAV-Networks
por: Patel, Aanchal, et al.
Publicado: (2025)