Hank0626 / PDFLinks
Official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)
☆129Updated last year
Alternatives and similar repositories for PDF
Users that are interested in PDF are comparing it to the libraries listed below
Sorting:
- Repository for "FreDF: Learning to Forecast in the Transformed Domain"☆229Updated 3 months ago
- Official implementation of "TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting" (ICML 2025)☆145Updated 2 months ago
- Official implementation of "WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting" (ICASSP 2024)☆46Updated last year
- Official implementation of "CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning" (AAAI 2025)☆120Updated 4 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☆126Updated 4 years ago
- [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods☆899Updated last week
- AAAI'2024☆37Updated 2 months ago
- This is an official Pytorch implementation of Conditional Local Convolution for Spatio-temporal Meteorological Forecasting, AAAI 2022☆128Updated 3 years ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆155Updated 2 weeks ago
- Official repository of STONE (KDD 2024)☆48Updated 4 months ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆56Updated 4 months ago
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Graph Part)☆170Updated 2 years ago
- ☆95Updated last month
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆109Updated 3 months ago
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆87Updated 8 months ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆175Updated last year
- Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"☆56Updated 8 months ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆58Updated 3 months ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆104Updated last year
- The official repository of the PRformer paper: "PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting." This…☆45Updated 8 months ago
- FITS: Frequency Interpolation Time Series Analysis Baseline☆196Updated last month
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆71Updated 3 months ago
- ☆45Updated last year
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆86Updated last year
- ☆35Updated 11 months ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆47Updated 2 weeks ago
- Official Code for "How Much Can Time-related Features Enhance Time Series Forecasting?"☆39Updated 6 months ago
- [ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters". …☆211Updated last month
- [VLDB 2024] A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis☆92Updated 10 months ago
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆181Updated last month