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This presentation provides a brief overview of multipath TCP, and then introduces our proposed client-driven multipath TCP algorithm consisting of machine learning-based path selection and packet scheduling algorithms in cellular networks of multiple operators to maximize application performance and user experience in challenging network conditions.