This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.
☆3,116Mar 29, 2026Updated 2 weeks ago
Alternatives and similar repositories for TSFpaper
Users that are interested in TSFpaper are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A Library for Advanced Deep Time Series Models for General Time Series Analysis.☆11,994Updated this week
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆1,603Apr 6, 2024Updated 2 years ago
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,514Aug 12, 2024Updated last year
- [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"☆2,445Jan 27, 2024Updated 2 years ago
- An up-to-date list of time-series related papers in AI venues.☆436Jun 15, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.☆2,974Aug 8, 2024Updated last year
- A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.☆1,742Dec 23, 2025Updated 3 months ago
- Resources about time series forecasting and deep learning.☆782Updated this week
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,209Dec 22, 2024Updated last year
- Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)☆951Updated this week
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆645Jan 8, 2024Updated 2 years ago
- FITS: Frequency Interpolation Time Series Analysis Baseline☆231Sep 2, 2025Updated 7 months ago
- About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), ht…☆2,440Feb 28, 2025Updated last year
- [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"☆2,608Oct 15, 2025Updated 5 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Large Language & Foundation Models for Time Series.☆563Jul 30, 2024Updated last year
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆677Dec 1, 2023Updated 2 years ago
- The GitHub repository for the paper "Informer" accepted by AAAI 2021.☆6,461Jun 20, 2025Updated 9 months ago
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆417Apr 2, 2024Updated 2 years ago
- Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight)☆2,075Jul 17, 2025Updated 8 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆93Sep 13, 2023Updated 2 years ago
- Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024) and sub…☆963Mar 22, 2026Updated 3 weeks ago
- Implementations, Pre-training Code and Datasets of Large Time-Series Models☆535Mar 22, 2026Updated 3 weeks ago
- Unified Training of Universal Time Series Forecasting Transformers☆1,464Jan 29, 2026Updated 2 months ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆556Aug 19, 2024Updated last year
- Code release for "Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors" (NeurIPS 2023), https://arxiv.org/abs/2305…☆239Jul 1, 2024Updated last year
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆129Feb 11, 2023Updated 3 years ago
- An Awesome List of the latest time series papers and code from top AI venues.☆953Mar 16, 2026Updated 3 weeks ago
- [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"☆943Mar 21, 2026Updated 3 weeks ago
- [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods☆1,690Jan 15, 2026Updated 3 months ago
- [ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting"☆1,907Oct 5, 2025Updated 6 months ago
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆414Sep 13, 2024Updated last year
- Scalable and user friendly neural forecasting algorithms.☆4,045Updated this week
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- About code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, …☆190Jan 3, 2025Updated last year
- Official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)☆145May 29, 2024Updated last year
- ☆793Aug 16, 2023Updated 2 years ago
- MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing☆244Jul 21, 2025Updated 8 months ago
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆259Jul 22, 2025Updated 8 months ago
- Time Series Forecasting, Distribution Shift☆102Jul 11, 2023Updated 2 years ago
- ☆823Aug 26, 2024Updated last year