MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]
☆35Apr 15, 2025Updated 10 months ago
Alternatives and similar repositories for MPTSNet
Users that are interested in MPTSNet are comparing it to the libraries listed below
Sorting:
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆20Jun 9, 2025Updated 8 months ago
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆29Jan 29, 2025Updated last year
- ☆26Feb 28, 2025Updated last year
- [KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification☆15Jun 17, 2024Updated last year
- ☆17Jan 17, 2025Updated last year
- The official implementation of paper SWIM: SHORT-WINDOW CNN INTEGRATED WITH MAMBA FOR EEG-BASED AUDITORY SPATIAL ATTENTION DECODING☆18Oct 16, 2024Updated last year
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆26May 6, 2025Updated 9 months ago
- ☆70Oct 7, 2025Updated 4 months ago
- [ICLR 2025] Official Implementation of "TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting"☆23Mar 10, 2025Updated 11 months ago
- ☆39Nov 8, 2025Updated 3 months ago
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆15May 3, 2025Updated 9 months ago
- An offical implementation of "TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting" (IC…☆98Feb 16, 2025Updated last year
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆251Sep 15, 2024Updated last year
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆33Nov 13, 2025Updated 3 months ago
- ☆10Nov 13, 2025Updated 3 months ago
- ☆10Feb 21, 2023Updated 3 years ago
- [AAAI'25] "Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction"☆18May 30, 2025Updated 9 months ago
- HSTGODE code☆10Nov 26, 2023Updated 2 years ago
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆173Mar 19, 2025Updated 11 months ago
- ☆29Nov 6, 2024Updated last year
- ☆17Apr 6, 2025Updated 10 months ago
- [AAAI'2025] "Efficient Traffic Prediction through Spatio-Temporal Distillation"☆11May 23, 2025Updated 9 months ago
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆30Oct 26, 2024Updated last year
- Hierarchical multi-system training framework for dynamical systems reconstruction (from Brenner et al. 2025 ICLR)☆17Mar 7, 2025Updated 11 months ago
- BIBM 24, mixture of graph experts for cross-subject EEG emotion recognitions☆16Apr 25, 2025Updated 10 months ago
- TSCMamba: Mamba meets multi-view learning for time series classification☆18Apr 16, 2025Updated 10 months ago
- [AAAI'25] The implementation of paper "Federated Foundation Models on Heterogeneous Time Series" | The first work to explore time series …☆20Feb 2, 2026Updated 3 weeks ago
- ☆125Jan 10, 2024Updated 2 years ago
- [ICML'25] Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting | 样本级别的自适应多模型集成时间序列预测☆24May 22, 2025Updated 9 months ago
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 3 months ago
- Code for KDD 2025 paper "FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification"☆31Jun 20, 2025Updated 8 months ago
- Code release of paper "MLGN: Multi-Scale Local-Global Feature Learning Network for Long-term Series Forecasting" 💚☆16May 31, 2024Updated last year
- ☆13Mar 29, 2022Updated 3 years ago
- The code for Multi-Scale Hyperbolic Contrastive Learning for Cross-Subject EEG Emotion Recognition.☆19Jul 24, 2025Updated 7 months ago
- ☆38Dec 25, 2024Updated last year
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆74Sep 4, 2024Updated last year
- [NeurIPS 2024] The repository for experiment codes for the paper: Scaling Law for Time Series Forecasting.☆20Oct 23, 2024Updated last year
- FAT:A novel Fourier Adjacency Transformer for advanced EEG emotion recognition (MICCAI 2025))☆34Oct 9, 2025Updated 4 months ago
- [ICLR 2025] Official implementation of "Towards Neural Scaling Laws for Time Series Foundation Models"☆22Oct 15, 2025Updated 4 months ago