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20222026
most citedTEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

20 citations · 38 across the 18 of their papers we have counts for

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2 papers · 1 filter

cs.LG2024★ 1 cited

Retrieval-Augmented Diffusion Models for Time Series Forecasting

Jingwei Liu, Ling Yang, Hongyan Li +1

While time series diffusion models have received considerable focus from many recent works, the performance of existing models remains highly unstable. Factors limiting time series…

cs.LG2024★ 1 cited

Review of Data-centric Time Series Analysis from Sample, Feature, and Period

Chenxi Sun, Hongyan Li, Yaliang Li +1

Data is essential to performing time series analysis utilizing machine learning approaches, whether for classic models or today's large language models. A good time-series dataset…