Graph-and-Geometric-Learning / TimeSeriesCCMLinks
Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"
☆56Updated 8 months ago
Alternatives and similar repositories for TimeSeriesCCM
Users that are interested in TimeSeriesCCM are comparing it to the libraries listed below
Sorting:
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆56Updated 4 months ago
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆87Updated 8 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆86Updated last year
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆58Updated 3 months ago
- Official implementation for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆109Updated 3 months ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆104Updated last year
- ☆45Updated last year
- ☆57Updated 7 months ago
- ☆95Updated last month
- [VLDB 2024] A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis☆92Updated 10 months ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆155Updated 2 weeks ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆32Updated last year
- Mamba for Multivariate Time Series Forecasting☆52Updated 2 months ago
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆175Updated last year
- ☆35Updated 11 months ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆96Updated 8 months ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆47Updated 2 weeks ago
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆180Updated last year
- ☆60Updated 5 months ago
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆121Updated 6 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
- PyTorch implementation for paper "WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series" (A…☆46Updated 2 years ago
- ☆61Updated 4 months ago
- [NeurIPS2024] Attractor memory for long-term time series forecasting: A chaos perspective☆18Updated 7 months ago
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆13Updated 6 months ago
- Official code for "The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Foreca…☆59Updated last year
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆44Updated 2 months ago
- ☆22Updated 10 months ago
- ☆87Updated last year