Skip to content

[画像:@FlowFrontiers]

FlowFrontiers

3 followers
Hungary

FlowFrontiers

Research group at Budapest University of Technology and Economics, focused on applied machine learning for network traffic analysis and security.

Research Areas

Encrypted traffic analysis — VPN detection, QUIC classification, malware detection over encrypted channels
Federated learning — privacy-preserving traffic classification under non-IID and temporally volatile conditions
Anomaly detection — ML-based network security, dataset integrity, service degradation detection
Network measurement — flow-level compression, programmable data planes, traffic classification

Repositories

Encrypted Traffic Analysis

Repository	Description
MalwareDet-JA4vsFlowStats	ECH-resilient malware detection via flow-level statistical features
wavelet-vpn-detection	Binary VPN traffic detection using wavelet features and ML
VPN-nonVPN-Dataset	VPN vs. non-VPN traffic dataset

Federated Learning

Repository	Description
IFLforTFC	Incremental federated learning for traffic flow classification
FL-QUIC-TC	Federated QUIC traffic classification
privacy-preserving-federated-learning	Framework for experimenting with privacy-preserving mechanisms in FL

Anomaly Detection & Service Degradation

Repository	Description
CyberML-DataQuality	Evaluating ML-based anomaly detection across datasets of varied integrity
CyberML-CompleteVsFirstN	Early-stage anomaly detection: complete vs. partial flows
ServDeg-Dataset	Latency-induced service degradation: methodology and dataset
ServDeg-Inter	Inter-flow service degradation detection

Network Measurement & Classification

Repository	Description
AutoFlow	Autoencoder-based IP flow record compression
P4toNFV	Offloading from P4 switches to NFV in programmable data planes
AGFA	Adaptive gradual flow aggregation
ml-flow-class-tutorial	Traffic flow classification using ML — tutorial

Contact

Group lead: Adrián Pekár — Google Scholar

Popular repositories Loading

IFLforTFC IFLforTFC Public

Supporting page for the manuscript titled, "Incremental Federated Learning for Traffic Flow Classification in Heterogeneous Data Scenarios."

Jupyter Notebook 5 2
wavelet-vpn-detection wavelet-vpn-detection Public

Binary VPN Traffic Detection Using Wavelet Features and Machine Learning

Jupyter Notebook 3
P4toNFV P4toNFV Public

Supporting page for the manuscript titled "P4toNFV: Offloading from P4 Switches to NFV in Programmable Data Planes."

Jupyter Notebook 1
AGFA AGFA Public

Python 1
ServDeg-Dataset ServDeg-Dataset Public

Supporting page for the manuscript titled "Unveiling Latency-Induced Service Degradation: A Methodological Approach with Dataset"

Jupyter Notebook 1
ServDeg-Inter ServDeg-Inter Public

Jupyter Notebook 1

People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages

Loading...

Most used topics

Loading...