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
☆818Updated 3 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☆456Updated 3 months ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆614Updated last year
- About Code release for "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis" (ICLR 2023), https://openreview.net/pd…☆956Updated last year
- [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"☆795Updated 4 months ago
- Official implementation for "TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables" (NeurIPS 2024)☆373Updated 10 months ago
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆240Updated 3 months ago
- Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight)☆1,832Updated 3 months ago
- Large Language & Foundation Models for Time Series.☆541Updated last year
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆617Updated last year
- ☆760Updated 2 years ago
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,161Updated 10 months ago
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,226Updated last year
- Resources about time series forecasting and deep learning.☆735Updated this week
- The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.☆848Updated 4 years ago
- tracking papers, datasets, and models of "large language model (LLM) for time series"☆484Updated last year
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆360Updated last year
- Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.☆269Updated 3 months ago
- [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"☆2,307Updated last week
- About model release for "Timer-XL: Long-Context Transformers for Unified Time Series Forecasting"☆100Updated 3 months ago
- A unified multi-task time series model.☆571Updated last year
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆542Updated last year
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆202Updated 5 months ago
- [TPAMI 2025 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆237Updated last month
- An up-to-date list of time-series related papers in AI venues.☆424Updated last year
- Unified Training of Universal Time Series Forecasting Transformers☆1,294Updated 2 months ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆200Updated last week
- ☆292Updated 3 years ago
- ☆239Updated last year
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆370Updated last year
- About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), ht…☆2,300Updated 7 months ago