WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting (AAAI-2025)
☆80Nov 27, 2025Updated 3 months ago
Alternatives and similar repositories for WPMixer
Users that are interested in WPMixer are comparing it to the libraries listed below
Sorting:
- ☆13Aug 8, 2024Updated last year
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆26May 11, 2025Updated 10 months ago
- ☆13Jan 22, 2025Updated last year
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆112Apr 15, 2025Updated 11 months ago
- Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".☆29Mar 11, 2026Updated last week
- [AAAI 2026] Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing☆36Jan 27, 2026Updated last month
- ☆47Aug 6, 2025Updated 7 months ago
- ☆47Dec 16, 2023Updated 2 years ago
- Source code for "Scalable Transformer for High Dimensional Multivariate Time Series Forecasting" (Accepted by CIKM-24)☆19Jan 13, 2025Updated last year
- Official implementation of "TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting" (ICML 2025)☆195May 16, 2025Updated 10 months ago
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆25May 6, 2025Updated 10 months ago
- MEAformer: An all-MLP Transformer with Temporal External Attention for Long-term Time Series Forecasting☆14Apr 27, 2024Updated last year
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆45Mar 17, 2025Updated last year
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆48Jul 31, 2025Updated 7 months ago
- ☆20Nov 28, 2024Updated last year
- ☆12Nov 13, 2024Updated last year
- ☆13Nov 13, 2024Updated last year
- [IEEE TETCI 2025] Official repository of the PETformer paper: "PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Tran…☆13Dec 6, 2024Updated last year
- ☆17Jan 17, 2025Updated last year
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆105Jun 27, 2025Updated 8 months ago
- Accepted at AAAI 25 Workshop Long Research Paper☆26Jun 6, 2025Updated 9 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆40Jan 8, 2025Updated last year
- ☆25Aug 19, 2024Updated last year
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 4 months ago
- Source code for Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers☆18May 29, 2024Updated last year
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆34Nov 13, 2025Updated 4 months ago
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆128Feb 11, 2023Updated 3 years ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆126Mar 19, 2025Updated last year
- ☆19Aug 14, 2025Updated 7 months ago
- [ICML 2025] Official PyTorch implementation of the paper: 🎯 TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time S…☆139Dec 17, 2025Updated 3 months ago
- [KDD 2025 Most Influential Paper] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆259Mar 7, 2026Updated 2 weeks ago
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆14Jan 3, 2025Updated last year
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆80Feb 20, 2025Updated last year
- Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation (AAAI 2025)☆37Mar 7, 2025Updated last year
- ☆46Jun 10, 2024Updated last year
- ☆53Jun 2, 2025Updated 9 months ago
- ☆38Dec 25, 2024Updated last year
- ☆71Oct 7, 2025Updated 5 months ago
- Code release of paper "FAITH: Frequency-domain Attention In Two Horizons for Long-term time series forecasting"☆18Jun 20, 2025Updated 9 months ago