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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Inad Alqurashi

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2 papers indexed here

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Preprint Oct 2026

Geometric Parrots: Rule Absence vs. Rule Fragility in Spatial and Physical Reasoning for Vision-Language Models

Vision-language models (VLMs) can answer many geometric and physical reasoning questions correctly, yet still behave inconsistently in interaction, for example, abandoning a correct answer when confronted with a confident but incorrect user assertion. Standard single-turn accuracy cannot distinguish such capitulations...

Bilal Jawaid, Hamza Hanif, Muhammad Maaz Uddin et al. · 0 citations
Open access Jul 2026

Game-Theoretic Obfuscation of Wi-Fi MAC-Layer Traffic Against IoT Device Fingerprinting Attacks

This paper introduces donor-based mimicry injection, in which the access point injects a replica of a paired device’s authentic traffic into each device’s stream, and proposes a game-theoretic framework for evaluating Wi-Fi MAC-layer cover-traffic injection defenses.

Abdulmajeed Alghamdi, Mnassar Alyami, Inad Alqurashi et al. · 0 citations

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