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cs.AI2026
Does Thinking Help Fairness? Reasoning Tokens Resolve Some Biases but Create More
Deng Pan, Joe Germino, Yihong Ma +4
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. U…
cs.CR2026
Adaptive Traffic Camouflage: Causal and Resource-Aware Defense Against IoT Fingerprinting
Daniel Adu Worae, Spyridon Mastorakis, Nuno Moniz +1
Encryption hides IoT payloads, but traffic shape can still reveal device identity through packet sizes, timing, direction, and packetization. We present Adaptive Traffic Camouflage…