Author

Nuno Moniz

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Preprint Sep 2026

Adaptive Traffic Camouflage: Causal and Resource-Aware Defense Against IoT Fingerprinting

Encryption hides IoT payloads, but traffic shape can still reveal device identity through packet sizes, timing, direction, and packetization. We present Adaptive Traffic Camouflage, a causal, leakage-aware controller that characterizes traffic-shape leakage without runtime device labels and selects a budget-feasible tr...

Daniel Adu Worae, Spyridon Mastorakis, Nuno Moniz et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Does Thinking Help Fairness? Reasoning Tokens Resolve Some Biases but Create More

Thinking in reasoning language models (RLMs) has been subject to debate on whether it resolves or amplifies bias. Prior works have shown competing conclusions in both directions. Using a within-model thinking-vs.-non-thinking ablation across QwQ-32B, DeepSeek-R1-Distill-Qwen-32B, and Qwen3-32B on three high-stakes deci...

Deng Pan, Joe Germino, Yi-Hong Ma et al. · 0 citations