time-series-lab / Paper-ListLinks
This is a collection of resources related with Time-series.
☆19Updated last year
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- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆106Updated last year
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆73Updated 9 months ago
- ☆153Updated last year
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆224Updated last month
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆129Updated 4 months ago
- PyTorch implementation of ESG☆92Updated 2 years ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆118Updated last year
- ☆173Updated 10 months ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆120Updated last week
- Official reponsitory for "S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting"☆49Updated last year
- Papers for LLM and foundation models for time series analytics☆47Updated last year
- [TPAMI 2026 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k …☆241Updated this week
- The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of …☆128Updated 9 months ago
- Time Series Forecasting, Distribution Shift☆97Updated 2 years ago
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆87Updated last year
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆78Updated last year
- ☆249Updated last year
- [KDD 2025] Awesome Multi-modal Time Series Analysis☆103Updated last month
- [AAAI 2025] Official implementation of "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"☆138Updated this week
- My personal PyTorch framework for multivariate time series forecasting.☆98Updated 3 weeks ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆200Updated last year
- Code for our SIGKDD'25 paper BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models.☆25Updated 6 months ago
- PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [o…☆136Updated 4 months ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆78Updated 5 months ago
- FITS: Frequency Interpolation Time Series Analysis Baseline☆225Updated 3 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆91Updated 2 years ago
- ☆122Updated 5 months ago
- [NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodi…☆214Updated 6 months ago
- [ICML2024] Official repo for paper "Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning"☆82Updated 7 months ago
- ☆21Updated 11 months ago