decisionintelligence / CS4TS
A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
☆17Updated last week
Alternatives and similar repositories for CS4TS:
Users that are interested in CS4TS are comparing it to the libraries listed below
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆53Updated last month
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆111Updated last week
- Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"☆41Updated 5 months ago
- [NeurIPS2024] Attractor memory for long-term time series forecasting: A chaos perspective☆16Updated 4 months ago
- ☆49Updated 2 months ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆96Updated last year
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆91Updated this week
- ☆43Updated last year
- ☆46Updated 8 months ago
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆94Updated last year
- Official reponsitory for "S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting"☆32Updated 9 months ago
- PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [o…☆67Updated 4 months ago
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆61Updated 5 months ago
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆42Updated 2 months ago
- ☆85Updated 3 months ago
- ☆116Updated 3 months ago
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆31Updated 5 months ago
- [ICML2024] Official repo for paper "Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning"☆69Updated this week
- [ICLR 2025] CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching☆40Updated last month
- PyTorch Implementation of TimeFilter☆26Updated 2 months ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆39Updated 3 weeks ago
- This is the official PyTorch implementation of the paper: TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Seri…☆64Updated 2 weeks ago
- ☆46Updated 4 months ago
- ☆23Updated 3 months ago
- [AAAI 2025] Official implementation of "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"☆33Updated 2 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆31Updated last year
- "Self-Supervised Contrastive Learning for Long-term Forecasting", accepted at International Conference on Learning Representations (ICLR)…☆80Updated last year
- [ICLR 2024] STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction☆20Updated last year
- Official implementation of "CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning" (AAAI 2025)☆107Updated last month
- ☆127Updated last month