DAMO-DI-ML / AI-for-Time-Series-Papers-Tutorials-SurveysView external linksLinks
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
Alternatives and similar repositories for AI-for-Time-Series-Papers-Tutorials-Surveys
Users that are interested in AI-for-Time-Series-Papers-Tutorials-Surveys are comparing it to the libraries listed below
Sorting:
- 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
- Official code repository for the paper "Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain"☆25Sep 9, 2025Updated 5 months ago
- 2018AIOps: The 1st match for AIOps☆96Aug 8, 2022Updated 3 years ago
- ☆19Apr 17, 2022Updated 3 years ago
- Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction (NeurIPS 2023) https://arxiv.org/abs/2310.1…☆38Nov 3, 2023Updated 2 years ago
- Quantifying Uncertainty in Deep Spatiotemporal Forecasting☆12Mar 20, 2021Updated 4 years ago
- Tutorials for the Machine Learning for Time Series class - Master MVA (2021/2022)☆11Mar 3, 2022Updated 3 years ago
- KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial Perspective☆33Sep 22, 2023Updated 2 years ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆640Jan 8, 2024Updated 2 years ago
- Source code of CIKM'22 paper: TFAD: A Decomposition Time Series Anomaly Detection Architecture with Frequency Analysis☆56Nov 30, 2022Updated 3 years ago
- An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection☆210Dec 3, 2024Updated last year
- My invited Keynote/Talk at Conferences, Universities, Companies, etc.☆14Dec 18, 2024Updated last year
- Time-Series Anomaly Detection Comprehensive Benchmark☆255Sep 28, 2025Updated 4 months ago
- Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting☆218Jun 10, 2022Updated 3 years ago
- A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).☆364Apr 28, 2024Updated last year
- An up-to-date list of time-series related papers in AI venues.☆431Jun 15, 2024Updated last year
- 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
- PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly Detection via Graph Attention Networks) by Zhao et. al (2020, https:…☆388Jan 16, 2024Updated 2 years ago
- This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction …☆3,075Jan 29, 2026Updated 2 weeks ago
- Towards a Rigorous Evaluation of Time-series Anomaly Detection (AAAI'22)☆31Feb 8, 2022Updated 4 years ago
- Repo for "Centaur: Robust Multimodal Fusion for Human Activity Recognition"☆10Jan 9, 2024Updated 2 years ago
- KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial Perspective☆104Mar 9, 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
- ☆155Jun 20, 2024Updated last year
- Time series anomaly detection algorithm implementations for TimeEval (Docker-based)☆166May 9, 2025Updated 9 months ago
- [ICLR 2024] Official code of RobustTSF☆21Feb 21, 2024Updated last year
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,444Aug 12, 2024Updated last year
- About Code release for "Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy" (ICLR 2022 Spotlight), https://o…☆993Dec 29, 2023Updated 2 years ago
- ☆10Feb 21, 2023Updated 2 years ago
- Crawl traffic data from PEMS☆10Jul 19, 2021Updated 4 years ago
- This folder contains some of the data sets commonly used in the field of multivariate time series forecasting.☆10Jul 28, 2023Updated 2 years ago
- This is a supporting repository for the journal article https://towardsdatascience.com/introduction-to-matrix-profiles-5568f3375d90.☆29Apr 30, 2020Updated 5 years ago
- ☆23Jan 27, 2022Updated 4 years ago
- [TKDE 2024] Official Code of the paper "Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series For…☆31Jul 13, 2024Updated last year
- [AAAI'22] Event-Aware Multimodal Mobility Nowcasting☆14Sep 12, 2022Updated 3 years ago
- A benchmark of meaningful graph datasets with tabular node features☆14Oct 29, 2025Updated 3 months ago
- Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting☆10Jun 10, 2022Updated 3 years ago
- [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"☆2,422Jan 27, 2024Updated 2 years ago
- Code for "Unsupervised Model Selection for Time-series Anomaly Detection", ICLR 2023.☆87Dec 14, 2023Updated 2 years ago