TSCenter/awesome-time-series-papers resource

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1089 stars · 54 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 recent time series research papers and code from top AI venues like NeurIPS, ICML, KDD, and ICLR. It covers forecasting, anomaly detection, classification, irregular time series, causal discovery, and time series foundation models.

Use cases

• find recent papers on time series forecasting
• survey time series anomaly detection research
• locate code implementations for time series papers
• keep up with time series papers from top AI conferences
• learn about time series foundation models
• find research on irregular time series learning
• discover causal discovery methods for time series

When to choose

• you need a regularly updated reading list of time series research
• you are writing a literature review or survey on time series topics
• you want paper-to-code links for reproducing experiments

When to avoid

• you need a runnable library or benchmark framework rather than a paper list
• you need tutorials or courses rather than research paper references

Facets

learning-resource · maturity active

documentation time-series machine-learning tutorials awesome-lists cross-platform awesome-list time-series-forecasting anomaly-detection causal-discovery research-papers time-series-classification foundation-models

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