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hello everyone welcome to this presentation my name is sofia lunisi im a phd student working at subsecurity research and im going to present you the paper yes we can watermarking machine learning models beyond classification this is a joint work with mohammed nga olhan hermes and malek onan from eurekom and with stream tribalcy from subsecurity research to begin with i will explain the motivation of this work with the advent of the big data technologies companies are looking to leverage machine learning models to improve their businesses however since the cost of a machine learning project represents an average between 50 000 and 150 000 dollars it is often a strong investment for companies in particular the training cost of state-of-the-art models such as the gpt-3 model developed by open ai has been evaluated to 12 million dollars due to the important investments machine learning models need to be considered as assets offering a competitive advantage to the model owner thus they b