Quishing in the Wild: A Lightweight Dual-Layer Detection Framework for QR Code-Based Phishing Attacks in Mobile-First Environments

This is an extended abstract presenting the conceptual framework and proposed methodology for the Dual-Layer Quishing Detection Framework (DLQDF). The architecture, detection pipeline, and theoretical foundations are described in full. Empirical evaluation and experimental results are ongoing and will be reported in the full paper submission