thuml / TimeXer
Official implementation for "TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables" (NeurIPS 2024)
☆263Updated 5 months ago
Alternatives and similar repositories for TimeXer
Users that are interested in TimeXer are comparing it to the libraries listed below
Sorting:
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆193Updated 2 months ago
- [ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters". …☆192Updated 5 months ago
- Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.☆239Updated 5 months ago
- Implementations, Pre-training Code and Datasets of Large Time-Series Models☆303Updated 3 weeks ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆123Updated this week
- ☆213Updated 8 months ago
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆292Updated last year
- FITS: Frequency Interpolation Time Series Analysis Baseline☆180Updated 3 weeks ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆171Updated last year
- The official repository of the SegRNN paper: "Segment Recurrent Neural Network for Long-Term Time Series Forecasting." This work is devel…☆128Updated 6 months ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆549Updated last year
- MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing☆219Updated 2 years ago
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆162Updated last week
- Official implementation of SAMformer, a transformer leveraging Sharpness-Aware Minimization and Channel-Wise Attention for Time Series Fo…☆157Updated 5 months ago
- Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024)☆613Updated 3 weeks ago
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆340Updated 8 months ago
- Code for "Is Mamba Effective for Time Series Forecasting?"☆278Updated 3 months ago
- About Code release for "PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting"☆205Updated 10 months ago
- Code release for "Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors" (NeurIPS 2023), https://arxiv.org/abs/2305…☆218Updated 10 months ago
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆178Updated last year
- Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Serie…☆557Updated last year
- TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting☆179Updated 9 months ago
- An up-to-date list of time-series related papers in AI venues.☆410Updated 10 months ago
- Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/a…☆521Updated 8 months ago
- The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of …☆107Updated 2 months ago
- ☆284Updated 2 years ago
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆111Updated 4 months ago
- Official implementation of the paper "FilterNet: Harnessing Frequency Filters for Time Series Forecasting"☆183Updated 3 months ago
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆112Updated 2 years ago
- [ICLR 2024] Official Implementation of "Diffusion-TS: Interpretable Diffusion for General Time Series Generation"☆298Updated 2 months ago