Adaptive Traffic Camouflage
A causal, resource-aware controller that adapts IoT traffic camouflage to measured fingerprinting leakage while respecting bandwidth and latency constraints.
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Selected Research Projects
NEXUS-MI
Gateway-coordinated federated personalization for motor-imagery EEG classification, with communication-aware updates and local preservation of personalized models and raw EEG.
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Revelation
Revelation transforms IoT packet captures into structured evidence and enables an agent to answer operator questions through retrieval-grounded traffic interpretation.
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IoT Traffic Camouflage
IoT Traffic Camouflage evaluates practical obfuscation mechanisms that reduce metadata leakage from encrypted IoT communications while measuring privacy and overhead trade-offs.
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IoT Shepherd
IoT Shepherd combines retrieval-grounded IoT assistance with transformer-based anomaly detection to support secure device administration and incident-aware mitigation guidance.
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