Before revision:  The design does so in spite of the profiling overheads incurred from the profiling providers. We coupled the profiling capability with an automatic analysis pipeline to systematically characterize 65 state-of-the-art ML models.
After revision:  The design does so in spite of the profiling overhead. We couple the profiling design with an automated analysis pipeline to systematically characterize 65 state-of-the-art ML models.