qingsongedu/awesome-AI-for-time-series-papers resource

Health v2 · maintenance only

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1623 stars · 147 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of papers, tutorials, and surveys on AI for Time Series Analysis from top AI conferences and journals, updated promptly as papers are accepted. It covers time series, spatio-temporal data, event data, and temporal point processes, with links to available code.

Use cases

• find recent papers on time series forecasting
• survey deep learning methods for time series classification
• keep up with NeurIPS ICML ICLR time series papers
• find tutorials on spatio-temporal data analysis
• research anomaly detection in time series
• locate code implementations for time series papers

When to choose

• you need a regularly updated reading list of top-venue time series research
• you are a researcher or engineer surveying AI4TS literature
• you want papers with available code links

When to avoid

• you need runnable software or a library rather than a paper list
• you need preprints or non-top-venue papers only
• you need curated datasets or benchmarks

Facets

learning-resource · maturity active

machine-learning data-science documentation time-series machine-learning deep-learning data-science tutorials awesome-lists cross-platform awesome-list time-series-forecasting anomaly-detection papers surveys tutorials spatio-temporal research

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