Hank0626 / PDFLinks
Official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)
☆142Updated last year
Alternatives and similar repositories for PDF
Users that are interested in PDF are comparing it to the libraries listed below
Sorting:
- Official implementation of "TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting" (ICML 2025)☆188Updated 8 months ago
- Repository for "FreDF: Learning to Forecast in the Transformed Domain"☆270Updated 2 months ago
- Official implementation of "WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting" (ICASSP 2024)☆52Updated last year
- Official implementation of "CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning" (AAAI 2025)☆147Updated 10 months ago
- 这个开源项目主要是对经典的时间序列预测算法论文进行复现,模型主要参考自GluonTS,框架主要参考自Informer☆130Updated 4 years ago
- [IJCAI 2025] Official implementation of "T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models"☆69Updated 3 months ago
- [AAAI 2024]☆44Updated 8 months ago
- Multivariate time series forecasting☆217Updated 8 months ago
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Graph Part)☆179Updated 3 years ago
- This is an official Pytorch implementation of Conditional Local Convolution for Spatio-temporal Meteorological Forecasting, AAAI 2022☆132Updated 3 years ago
- Official repository of STONE (KDD 2024)☆50Updated 5 months ago
- [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods☆1,648Updated 2 weeks ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆247Updated last month
- [AAAI 2026 Oral] Harnessing Vision-Language Models for Time Series Anomaly Detection☆26Updated last month
- [AAAI 2026] Official implementation of "TimeMosaic: Information-Density Guided Time Series Forecasting via Adaptive Granularity Patch and…☆65Updated 2 weeks ago
- [ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This wor…☆88Updated last week
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆124Updated last year
- Official implementation for "UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction" (KDD 2024)☆210Updated last year
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆78Updated 11 months ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆91Updated 7 months ago
- Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"☆77Updated last year
- ☆86Updated 7 months ago
- ☆47Updated 2 years ago
- ☆108Updated 7 months ago
- [WWW2024] More Than Routing: Joint GPS and Route Modeling for Refine Trajectory Representation Learning☆67Updated 6 months ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆120Updated 10 months ago
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆220Updated last week
- Attention Feature Fusion base on spatial-temporal Graph Convolutional Network(AFFGCN)☆37Updated last year
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆44Updated 10 months ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆124Updated 2 months ago