18 citations · 18 across the 6 of their papers we have counts for
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cs.LG2024
Time Series Representation Models
Robert Leppich, Vanessa Borst, Veronika Lesch +1
Time series analysis remains a major challenge due to its sparse characteristics, high dimensionality, and inconsistent data quality. Recent advancements in transformer-based techn…
cs.LG2024★ 18 cited
Comprehensive Exploration of Synthetic Data Generation: A Survey
André Bauer, Simon Trapp, Michael Stenger +5
Recent years have witnessed a surge in the popularity of Machine Learning (ML), applied across diverse domains. However, progress is impeded by the scarcity of training data due to…