thuml / Large-Time-Series-ModelLinks
Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024) and subsequent works
☆921Updated 6 months ago
Alternatives and similar repositories for Large-Time-Series-Model
Users that are interested in Large-Time-Series-Model are comparing it to the libraries listed below
Sorting:
- Implementations, Pre-training Code and Datasets of Large Time-Series Models☆508Updated 6 months ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆636Updated 2 years ago
- [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"☆894Updated last month
- Official implementation for "TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables" (NeurIPS 2024)☆440Updated last year
- About Code release for "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis" (ICLR 2023), https://openreview.net/pd…☆1,026Updated last year
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆257Updated 6 months ago
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆659Updated 2 years ago
- Large Language & Foundation Models for Time Series.☆558Updated last year
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,190Updated last year
- Resources about time series forecasting and deep learning.☆760Updated this week
- Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight)☆2,001Updated 6 months ago
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,417Updated last year
- ☆782Updated 2 years ago
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆405Updated last year
- About model release for "Timer-XL: Long-Context Transformers for Unified Time Series Forecasting"☆121Updated 6 months ago
- Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.☆277Updated 6 months ago
- A unified multi-task time series model.☆610Updated last year
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆556Updated last year
- An up-to-date list of time-series related papers in AI venues.☆431Updated last year
- [TPAMI 2026 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆254Updated last week
- [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"☆2,512Updated 3 months ago
- tracking papers, datasets, and models of "large language model (LLM) for time series"☆512Updated last year
- Unified Training of Universal Time Series Forecasting Transformers☆1,401Updated this week
- ☆252Updated last year
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆1,588Updated last year
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆247Updated last month
- ☆300Updated 3 years ago
- [ICLR 2024] Official Implementation of "Diffusion-TS: Interpretable Diffusion for General Time Series Generation"☆420Updated 11 months ago
- Code for "Is Mamba Effective for Time Series Forecasting?"☆368Updated 8 months ago
- The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.☆911Updated 4 years ago