Haifa A. Alanazi

Lightweight Security-by-Design for TinyML Models in Constrained Embedded Environments

This paper proposes a three-layer security-by-design architecture that reaches 94.3% accuracy, the highest of the models tested, while cutting attack success rate from over 60–84% down to 38.9% and raising the query cost for model extraction more than five times over the weakest baseline.