Shahar benishay

TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning

Fast and scalable alignment of time series is a fundamental challenge in many domains. The standard solution, Dynamic Time Warping (DTW), struggles with poor scalability and sensitivity to noise. We introduce TimePoint, a self-supervised method that dramatically accelerates DTW-based alignment while…