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

Ron Shapira Weber; Shahar Benishay; Andrey Lavrinenko; Shahaf E. Finder; Oren Freifeld

2025 ICML ICML 2025

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

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Data Science & Analytics

Authors

Ron Shapira Weber, Shahar Benishay, Andrey Lavrinenko, Shahaf E. Finder, Oren Freifeld

Topics

Machine Learning > Learning Types > Self-Supervised Learning Deep Learning > Architectures > Neural Networks Data Science & Analytics > Methods > Time Series Analysis

Keywords

self-supervised learning dynamic time warping synthetic data keypoints descriptors wavelet convolutions

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