Graph-and-Geometric-Learning / TimeSeriesCCMLinks
Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"
☆59Updated 9 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…☆59Updated 5 months ago
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆87Updated 9 months ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆64Updated 4 months ago
- ☆46Updated last year
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆107Updated last year
- ☆97Updated last month
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆87Updated last year
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆51Updated last month
- MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting (AAAI2024)☆178Updated last year
- ☆59Updated 5 months ago
- ☆60Updated 6 months ago
- ☆58Updated 8 months ago
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆184Updated last year
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆119Updated 2 years ago
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆208Updated 10 months ago
- Mamba for Multivariate Time Series Forecasting☆54Updated 3 months ago
- Time Series Forecasting, Distribution Shift☆92Updated 2 years ago
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆79Updated 3 months ago
- ☆15Updated this week
- [VLDB 2024] A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis☆92Updated 11 months ago
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Updated 3 months ago
- [KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆167Updated last month
- ☆230Updated 11 months ago
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆122Updated 3 weeks ago
- ☆23Updated 11 months ago
- [NeurIPS2024] Attractor memory for long-term time series forecasting: A chaos perspective☆20Updated 8 months ago
- ☆88Updated last year
- PyTorch implementation for paper "WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series" (A…☆47Updated 2 years ago
- ☆63Updated 4 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆32Updated last year