FlowCLIP pretrains a traffic encoder via CLIP-style contrastive loss on domain names from side-channel features, then freezes it for linear probing classification that outperforms baselines on later weeks of QUIC traffic.
Universal embedding function for traffic classification via quic domain recognition pretraining: A transfer learning success,
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FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification
FlowCLIP pretrains a traffic encoder via CLIP-style contrastive loss on domain names from side-channel features, then freezes it for linear probing classification that outperforms baselines on later weeks of QUIC traffic.