Awesome Time Series Papers

A curated and continuously updated collection of scholarly research on time series forecasting & sequence modeling, structured to support systematic exploration and academic inquiry.

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All Papers
Every paper — sortable by year, citations, stars, likes.
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What the community is talking about right now.
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Tools & Code
GitHub repos sorted by stars and recent activity.
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2D Map
t-SNE embedding of every paper. Zoom, pan, click.
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Topic Explorer
Discovered themes and top papers per topic.
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Reading Packs
Curated journeys through canonical and frontier papers.
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Benchmark SOTA — who's leading each task.
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Blogs & Books
High-signal blog posts and books on the field.
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Learn
Structured roadmap through the research.

Awesome Time Series Papers
Key research topics in Time Series Forecasting & Sequence Modeling

A personal research project — provided as-is, no warranties.