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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…
cs.LG2025
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…