hushuguo / awesome-time-series-papers
This repository offers a collection of recent time series research papers, including forecasting, anomaly detection and so on , with links to code and resources.
☆229Updated this week
Alternatives and similar repositories for awesome-time-series-papers:
Users that are interested in awesome-time-series-papers are comparing it to the libraries listed below
- This repository contains a reading list of papers on Time Series Segmentation. This repository is still being continuously improved.☆449Updated 4 months ago
- Official Implementation of STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model.☆170Updated 7 months ago
- A comprehensive toolkit and benchmark for tabular data learning, featuring 30 deep methods, more than 10 classical methods, and 300 diver…☆339Updated this week
- ☆173Updated 5 months ago
- Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.☆207Updated last month
- [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods☆403Updated this week
- Open-Source Implementations of Large Time-Series Models☆165Updated 2 weeks ago
- This is an official implementation code for paper "A Survey on Time-Series Pre-Trained Models" (TKDE-24).☆165Updated 3 months ago
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"☆142Updated 3 weeks ago
- This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotli…☆239Updated 9 months ago
- A curated list of state-of-the-art papers on deep learning for universal representations of time series.☆153Updated last month
- An up-to-date list of time-series related papers in AI venues.☆386Updated 7 months ago
- ProbTS is a benchmarking toolkit for time series forecasting.☆140Updated 2 weeks ago
- [ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters". …☆167Updated last month
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆122Updated last month
- Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024)☆462Updated last week
- The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of …☆91Updated last month
- Code for "Is Mamba Effective for Time Series Forecasting?"☆232Updated this week
- Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.☆205Updated 4 months ago
- The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"☆500Updated last year
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆147Updated 11 months ago
- Resources about time series forecasting and deep learning.☆607Updated this week
- ☆39Updated last month
- [ICLR 2024] Official Implementation of "Diffusion-TS: Interpretable Diffusion for General Time Series Generation"☆232Updated 2 months ago
- RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift☆295Updated 4 months ago
- Awesome Deep Learning for Time-Series Imputation, including a must-read paper list about applying neural networks to impute incomplete ti…☆242Updated 6 months ago
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆106Updated last year
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆156Updated 9 months ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆51Updated last week
- FITS: Frequency Interpolation Time Series Analysis Baseline☆150Updated last month