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Submitted at the Qualification Round of the Embedded Security Challenge at CSAW 2022. This report helped us secure a spot in the finals, being one of the 12 finalists from all the regions worldwide. The report can be viewed in its original format here Introduction ML models have experienced great success in computer vision, natural language, and various other tasks. Following their success, several companies have launched or are planning to launch cloud-based ML as a service (MLaaS) models. Us...