most citedSemantic-Enhanced Time-Series Forecasting via Large Language Models

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cs.LG2025

Stationarity Exploration for Multivariate Time Series Forecasting

Hao Liu, Chun Yang, Zhang xiaoxing +2

Deep learning-based time series forecasting has found widespread applications. Recently, converting time series data into the frequency domain for forecasting has become popular fo…

cs.LG2025★ 1 cited

Semantic-Enhanced Time-Series Forecasting via Large Language Models

Hao Liu, Xiaoxing Zhang, Chun Yang +1

Time series forecasting plays a significant role in finance, energy, meteorology, and IoT applications. Recent studies have leveraged the generalization capabilities of large langu…