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cs.LG2026
What's on My Network? Using Large Language Models to Identify Real-World IoT Devices at Scale
Rameen Mahmood, Tousif Ahmed, Sai Teja Peddinti +1
The growth of IoT devices in shared environments has outpaced our ability to identify them, posing urgent risks to privacy, safety, and accountability. This challenge is especially…
cs.LG2026
Learning Behavioral Signals from Encrypted Smartphone Network Traffic
Rameen Mahmood, Omar El Shahawy, Souptik Barua +5
Human behavior is challenging to measure continuously at scale, yet traces of daily routines and well-being may be reflected in interactions with personal devices. We investigate w…