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This repository is the source code of the article titled "[Re-framing Time Series Augmentation Through the Lens of Generative Models](#)" accepted in the [10th Workshop on Advanced Analytics and Learning on Temporal Data (AALTD 2025)](https://ecml-aaltd.github.io/aaltd2025/) in conjunction with the [2025 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2025)](https://ecmlpkdd.org/2025/).
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In this article, we present a benchmark comparison between 22 data augmentation techniques on 131 time series classification datasets of the [UCR archive](https://www.cs.ucr.edu/%7Eeamonn/time_series_data_2018/).
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