A curated list of state-of-the-art papers on deep learning for universal representations of time series.
☆209Jun 28, 2025Updated 9 months ago
Alternatives and similar repositories for awesome-deep-time-series-representations
Users that are interested in awesome-deep-time-series-representations 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 professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).☆375Apr 28, 2024Updated last year
- This is an official implementation code for paper "A Survey on Time-Series Pre-Trained Models" (TKDE-24).☆222Oct 7, 2024Updated last year
- ☆90May 3, 2024Updated last year
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆110Feb 24, 2024Updated 2 years ago
- This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction …☆3,123Mar 29, 2026Updated 3 weeks ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- A Library for Advanced Deep Time Series Models for General Time Series Analysis.☆12,074Apr 9, 2026Updated last week
- TSGBench: Time Series Generation Benchmark (VLDB'24)☆74Jul 13, 2025Updated 9 months ago
- [TPAMI 2026 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆264Mar 4, 2026Updated last month
- FITS: Frequency Interpolation Time Series Analysis Baseline☆231Sep 2, 2025Updated 7 months ago
- An up-to-date list of time-series related papers in AI venues.☆436Jun 15, 2024Updated last year
- A unified multi-task time series model.☆624Sep 26, 2024Updated last year
- [npj Digital Medicine'25] Continuous sleep depth index annotation with deep learning yields novel digital biomarkers for sleep health☆16Apr 13, 2025Updated last year
- About Code release for "SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling" (NeurIPS 2023 Spotlight), https://arxiv.…☆155May 6, 2024Updated last year
- ☆12Dec 26, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- tracking papers, datasets, and models of "large language model (LLM) for time series"☆516Jul 26, 2024Updated last year
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆1,605Apr 6, 2024Updated 2 years ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆645Jan 8, 2024Updated 2 years ago
- A universal time series representation learning framework☆837Jul 29, 2024Updated last year
- Large Language & Foundation Models for Time Series.☆563Jul 30, 2024Updated last year
- This repository contains all the source code needed to reproduce the experiments or review the results obtained in the research paper "…☆13Dec 9, 2023Updated 2 years ago
- Self-supervised contrastive learning for time series via time-frequency consistency☆520May 7, 2024Updated last year
- ☆48May 29, 2023Updated 2 years ago
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆257Sep 15, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆43Jun 11, 2024Updated last year
- Semi-Supervised End-to-End Contrastive Learning for Time Series Classification☆30Jun 1, 2023Updated 2 years ago
- unofficial implementation of https://arxiv.org/pdf/2301.08871v1.pdf on pytorch☆15Apr 20, 2023Updated 2 years ago
- The collection of resources about LLM for Time series tasks☆152Jun 16, 2024Updated last year
- MOMENT: A Family of Open Time-series Foundation Models, ICML'24☆745Feb 10, 2026Updated 2 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆40Jan 8, 2025Updated last year
- The code for the paper "[ICLR'24]MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process"☆63Feb 26, 2024Updated 2 years ago
- A transfer learning model CoDats applied to fault diagnosis problem☆15May 9, 2021Updated 4 years ago
- TRAP: Two-level Regularized Autoencoder-based Embedding for Power-law Distributed Data☆27Sep 11, 2021Updated 4 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods☆1,695Jan 15, 2026Updated 3 months ago
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆50Aug 6, 2023Updated 2 years ago
- HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units (KDD 2020)☆12Jan 25, 2021Updated 5 years ago
- A survey and paper list of current Diffusion Model for Time Series and SpatioTemporal Data with awesome resources (paper, application, re…☆963Feb 5, 2026Updated 2 months ago
- Official pytorch implementation of Spatial Relation Decomposition method (AAAI 23)☆23Dec 29, 2023Updated 2 years ago
- ☆16Nov 16, 2025Updated 5 months ago
- Urban Generative Intelligence (UGI): A Foundational Platform for Embodied Agent and Future City☆12Dec 17, 2023Updated 2 years ago