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Tag Archives: Time Series

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  2. Entries tagged with "Time Series"

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Better forecasting in the headlines? Assessing the use of event analysis.

BlogBy Austyn NagribiankoMay 23, 2025

In this article, I review the research in the 2024 NeurIPS conference paper, From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection, by Wang et al. The paper explores integrating event analysis into LLM-based time-series forecasting models. Real-time text such as news articles or social media posts are underutilized in…

Effective Time Series Forecasting in the Age of Large Models: Insights from NeurIPS24

BlogBy Amirhossein AhmadiJanuary 3, 2025

Transformers, powered by scaling laws, have transformed the landscape of AI, but their performance in time series forecasting is less definitive. This post explores the effectiveness of transformers, the challenges of scaling, and the rise of specialized foundation models like TTM, MOMENT, and Chronos. Do these big models live up to the hype, or are…

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