decisionintelligence / CS4TSLinks
A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
☆34Updated 6 months ago
Alternatives and similar repositories for CS4TS
Users that are interested in CS4TS are comparing it to the libraries listed below
Sorting:
- ☆54Updated last year
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆67Updated 4 months ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆71Updated 8 months ago
- PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [o…☆124Updated 3 months ago
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆78Updated last year
- ☆20Updated 10 months ago
- ☆166Updated 9 months ago
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆103Updated last year
- [IJCAI 2025] Official implementation of "T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models"☆63Updated 2 weeks ago
- ☆117Updated 4 months ago
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆29Updated 3 months ago
- ☆151Updated 4 months ago
- Official reponsitory for "S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting"☆46Updated last year
- [ICML 2025] Official PyTorch implementation of the paper: 🎯 TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time S…☆115Updated 3 months ago
- [ICML2024] Official repo for paper "Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning"☆79Updated 6 months ago
- [ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This wor…☆66Updated 4 months ago
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆47Updated 6 months ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆203Updated 2 weeks ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆116Updated 6 months ago
- Reproduction of the paper "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting"☆48Updated last year
- ☆38Updated 7 months ago
- [ICLR2025]Context-Alignment: Activating and Enhancing LLMs Capabilities in Time Series☆60Updated 8 months ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆114Updated last year
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆88Updated last year
- [NeurIPS 2024] CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting☆18Updated 10 months ago
- [AAAI 2025] Official implementation of "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"☆124Updated 4 months ago
- Retrieval-Augmented Forecasting of Time-series☆28Updated 5 months ago
- [KDD 2025] Awesome Multi-modal Time Series Analysis☆93Updated 2 weeks ago
- A curated list of paper, code, data, and other resources focus on multimodal time series analysis.☆165Updated 2 months ago
- [NeurIPS2024] Attractor memory for long-term time series forecasting: A chaos perspective☆21Updated 11 months ago