AI RESEARCH

Stochastic Modeling of Human-Machine Authentication Channels under Partial Information Leakage

arXiv CS.LG

ArXi:2605.02102v1 Announce Type: cross Reliable and secure human-machine communication is fundamental to IoT and cyber-physical ecosystems, where smartphones and wearables commonly serve as authentication controllers. PIN-based authentication can be viewed as a low-bandwidth communication channel through which users transmit numeric credentials under practical constraints.