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cs.CR2025
Cross-Flow Correlations Survive Synthesis: Measuring Source-Level Privacy Leakage in Synthetic Network Traces
Minhao Jin, Hongyu Hè, Maria Apostolaki
Synthetic network data generators (SynNetGens) are increasingly used to share realistic traffic traces without exposing sensitive raw data. While substantial effort has gone into i…
cs.CR2024★ 1 cited
Robustifying ML-powered Network Classifiers with PANTS
Minhao Jin, Maria Apostolaki
Multiple network management tasks, from resource allocation to intrusion detection, rely on some form of ML-based network traffic classification (MNC). Despite their potential, MNC…