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
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
This work introduces PRISM (Peer Review Intelligence via Structured Multi-dimensional assessment), a benchmarking framework that evaluates review quality across four dimensions: Depth of Analysis, Novelty Assessment, Law Identification&Major Issues Prioritization, and Multi-dimensional Constructiveness.
Ngoc Phan Phuoc Loc, Toan Huynh La Viet, Thanh Tran Khanh et al.· arXiv.org· 6 citations· ⚡1
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