ddz16/TSFpaper resource

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3191 stars · 267 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated awesome-list of 400+ research papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF), categorized by model type such as RNN, TCN, and Transformer. It covers univariate, multivariate, and spatio-temporal forecasting and is continuously updated with top-conference and arXiv papers.

Use cases

• find papers on time series forecasting
• survey deep learning models for time series prediction
• research spatio-temporal forecasting for traffic or weather
• compare transformer vs RNN approaches for forecasting
• build a literature review for a forecasting thesis
• track latest arXiv papers on time series models

When to choose

• you need a categorized reading list of forecasting research papers
• you are starting research on TSF or STF and want broad coverage
• you want to follow recent deep learning advances in time series

When to avoid

• you need runnable code or a software library rather than papers
• you need classical statistical forecasting methods rather than deep learning
• you need a production forecasting tool

Facets

learning-resource · maturity active

machine-learning deep-learning time-series tutorials awesome-lists deep-learning cross-platform awesome-list time-series-forecasting spatio-temporal-forecasting papers reading-list research

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markdown · JSON · MCP: product_card(name="ddz16/TSFpaper")