thuml / iTransformerLinks
Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight)
☆1,752Updated last month
Alternatives and similar repositories for iTransformer
Users that are interested in iTransformer are comparing it to the libraries listed below
Sorting:
- An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://ar…☆2,112Updated last year
- About Code release for "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis" (ICLR 2023), https://openreview.net/pd…☆928Updated last year
- About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), ht…☆2,236Updated 5 months ago
- This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction …☆2,782Updated 3 weeks ago
- Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024) and sub…☆725Updated last month
- [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"☆2,281Updated last year
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆593Updated last year
- ☆743Updated 2 years ago
- Unofficial implementation of iTransformer - SOTA Time Series Forecasting using Attention networks, out of Tsinghua / Ant group☆511Updated 2 months ago
- Official implementation for "TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables" (NeurIPS 2024)☆334Updated 8 months ago
- The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.☆813Updated 4 years ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆590Updated last year
- A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.☆1,503Updated last year
- [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"☆2,186Updated 9 months ago
- Implementations, Pre-training Code and Datasets of Large Time-Series Models☆401Updated last month
- A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.☆2,841Updated last year
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆538Updated last year
- A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neur…☆1,684Updated last week
- A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.☆1,130Updated 8 months ago
- Resources about time series forecasting and deep learning.☆698Updated this week
- Unified Training of Universal Time Series Forecasting Transformers☆1,210Updated last week
- [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"☆731Updated 2 months ago
- A unified multi-task time series model.☆561Updated 10 months ago
- Code for "Is Mamba Effective for Time Series Forecasting?"☆316Updated 3 months ago
- A Library for Advanced Deep Time Series Models.☆9,819Updated 3 weeks ago
- The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2…☆657Updated 2 years ago
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆336Updated last year
- Large Language & Foundation Models for Time Series.☆532Updated last year
- proof of concept for a transformer-based time series prediction model☆1,422Updated 2 years ago
- ☆792Updated 11 months ago