qingsongedu / awesome-AI-for-time-series-papersView external linksLinks
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
☆1,589Apr 6, 2024Updated last year
Alternatives and similar repositories for awesome-AI-for-time-series-papers
Users that are interested in awesome-AI-for-time-series-papers are comparing it to the libraries listed below
Sorting:
- A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.☆2,963Aug 8, 2024Updated last year
- An up-to-date list of time-series related papers in AI venues.☆431Jun 15, 2024Updated last year
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,196Dec 22, 2024Updated last year
- A professional list of Tutorials and Surveys on DL, ML, DM, CV, NLP, Speech in top AI conferences and journals.☆161Feb 10, 2023Updated 3 years ago
- Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)☆944Nov 12, 2025Updated 3 months ago
- This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction …☆3,081Jan 29, 2026Updated 2 weeks ago
- A Library for Advanced Deep Time Series Models for General Time Series Analysis.☆11,558Feb 1, 2026Updated 2 weeks ago
- A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).☆367Apr 28, 2024Updated last year
- Resources about time series forecasting and deep learning.☆766Updated this week
- KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial Perspective☆104Mar 9, 2024Updated last year
- [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"☆2,422Jan 27, 2024Updated 2 years ago
- A comprehensive survey on the time series domains☆546Mar 22, 2024Updated last year
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,448Aug 12, 2024Updated last year
- A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.☆1,693Dec 23, 2025Updated last month
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆640Jan 8, 2024Updated 2 years ago
- A universal time series representation learning framework☆814Jul 29, 2024Updated last year
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆166Jun 10, 2022Updated 3 years ago
- list of papers, code, and other resources☆1,039Aug 13, 2025Updated 6 months ago
- [TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)☆849Aug 9, 2024Updated last year
- Awesome Deep Learning for Time-Series Imputation, including an unmissable paper and tool list about applying neural networks to impute in…☆407Feb 7, 2026Updated last week
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆406Sep 13, 2024Updated last year
- About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), ht…☆2,412Feb 28, 2025Updated 11 months ago
- Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series an…☆5,993Jul 29, 2025Updated 6 months ago
- A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neur…☆1,951Jan 18, 2026Updated 3 weeks ago
- The GitHub repository for the paper "Informer" accepted by AAAI 2021.☆6,420Jun 20, 2025Updated 7 months ago
- ☆881Apr 9, 2017Updated 8 years ago
- PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)☆235Mar 22, 2023Updated 2 years ago
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆557Aug 19, 2024Updated last year
- List of papers, code and experiments using deep learning for time series forecasting☆2,765Mar 16, 2024Updated last year
- A survey and paper list of current Diffusion Model for Time Series and SpatioTemporal Data with awesome resources (paper, application, re…☆940Feb 5, 2026Updated last week
- [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"☆2,524Oct 15, 2025Updated 4 months ago
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆661Dec 1, 2023Updated 2 years ago
- Large Language & Foundation Models for Time Series.☆558Jul 30, 2024Updated last year
- This is an official implementation code for paper "A Survey on Time-Series Pre-Trained Models" (TKDE-24).☆219Oct 7, 2024Updated last year
- The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2…☆668Jul 12, 2023Updated 2 years ago
- tracking papers, datasets, and models of "large language model (LLM) for time series"☆513Jul 26, 2024Updated last year
- Probabilistic time series modeling in Python☆5,133Aug 14, 2025Updated 6 months ago
- ☆920Jul 6, 2023Updated 2 years ago
- About Code release for "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis" (ICLR 2023), https://openreview.net/pd…☆1,032Apr 2, 2024Updated last year