time-series-lab / Paper-ListLinks
This is a collection of resources related with Time-series.
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- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆77Updated 10 months ago
- Official reponsitory for "S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting"☆53Updated last year
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆242Updated last month
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆110Updated last year
- The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of …☆130Updated 10 months ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆121Updated last year
- [TPAMI 2026 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆252Updated last month
- ☆251Updated last year
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆123Updated last month
- ☆184Updated last year
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆131Updated 6 months ago
- ☆154Updated last year
- Time Series Forecasting, Distribution Shift☆98Updated 2 years ago
- My personal PyTorch framework for multivariate time series forecasting.☆100Updated 2 months ago
- Papers for LLM and foundation models for time series analytics☆47Updated last year
- FITS: Frequency Interpolation Time Series Analysis Baseline☆226Updated 4 months ago
- [AAAI 2025] Official implementation of "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"☆147Updated last month
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆206Updated last year
- ☆56Updated last year
- ☆39Updated 10 months ago
- ☆25Updated 4 months ago
- ☆58Updated 2 weeks ago
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆127Updated 2 years ago
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆106Updated 9 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆93Updated 2 years ago
- ☆78Updated 11 months ago
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆80Updated last year
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆88Updated last year
- PyTorch implementation of ESG☆96Updated 2 years ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆89Updated 6 months ago