ResAware improves cross-environment website fingerprinting robustness by distilling resource-privileged knowledge into a traffic-only student model, raising Var-CNN F1 from 72.77% to 81.49% under 150-day drift on a 160k-sample dataset.
DNS Queries over HTTPS (DoH),
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DNS over CoAP with packet length equalization, block-wise transfer, header and payload compression reduces DNS identification accuracy to 77-86% in constrained IoT scenarios, outperforming DNS over HTTPS.
citing papers explorer
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ResAware: Cross-Environment Website Fingerprinting via Resource-Privileged Distillation
ResAware improves cross-environment website fingerprinting robustness by distilling resource-privileged knowledge into a traffic-only student model, raising Var-CNN F1 from 72.77% to 81.49% under 150-day drift on a 160k-sample dataset.
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Secrets Best Not Shared: DNS Privacy Enhancements for the Constrained IoT
DNS over CoAP with packet length equalization, block-wise transfer, header and payload compression reduces DNS identification accuracy to 77-86% in constrained IoT scenarios, outperforming DNS over HTTPS.