MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]
☆41Apr 15, 2025Updated last year
Alternatives and similar repositories for MPTSNet
Users that are interested in MPTSNet are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆22Jun 9, 2025Updated last year
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆33Mar 11, 2026Updated 4 months ago
- [KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification☆15Jun 17, 2024Updated 2 years ago
- ☆18Jan 17, 2025Updated last year
- [ICLR 2025] Official Implementation of "TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting"☆27Mar 10, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆27Jun 9, 2025Updated last year
- Code for KDD 2025 paper "FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification"☆33Jun 20, 2025Updated last year
- ☆71Oct 7, 2025Updated 9 months ago
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆266Sep 15, 2024Updated last year
- ☆29Nov 6, 2024Updated last year
- ☆33Feb 28, 2025Updated last year
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆194Mar 19, 2025Updated last year
- The official implementation of paper SWIM: SHORT-WINDOW CNN INTEGRATED WITH MAMBA FOR EEG-BASED AUDITORY SPATIAL ATTENTION DECODING☆19Oct 16, 2024Updated last year
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆16May 3, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆30Oct 26, 2024Updated last year
- Official implementation of [NeurIPS 2024] Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification☆15May 14, 2025Updated last year
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆27May 6, 2025Updated last year
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆35Nov 13, 2025Updated 8 months ago
- HSTGODE code☆11Nov 26, 2023Updated 2 years ago
- An offical implementation of "TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting" (IC…☆106Feb 16, 2025Updated last year
- Official Code for the NeurIPS'25 paper: Selective Learning for Deep Time Series Forecasting☆37Nov 7, 2025Updated 8 months ago
- [IJCAI 2025] Official implementation of "Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era"☆16Jun 23, 2025Updated last year
- ☆134Jan 10, 2024Updated 2 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- The designed hybrid neural network model identifies optimal combinations of soil parameters and blends it with the rainfall pattern in a …☆13Dec 4, 2021Updated 4 years ago
- BIBM 24, mixture of graph experts for cross-subject EEG emotion recognitions☆19Apr 25, 2025Updated last year
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 8 months ago
- ☆10Feb 21, 2023Updated 3 years ago
- EEG, SEED, SEED-IV, Emotion recognition, feature fusion.☆21Oct 15, 2025Updated 9 months ago
- Shapelet-Driven Post Hoc Explanations for Time Series Classification Models☆34Oct 21, 2025Updated 9 months ago
- TSCMamba: Mamba meets multi-view learning for time series classification☆25Apr 16, 2025Updated last year
- This is a Pytorch implementation of ST-3DNet. Now the corresponding paper is available at https://ieeexplore.ieee.org/abstract/document/8…☆11Jul 13, 2021Updated 5 years ago
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆81Sep 4, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Mantis: Lightweight Foundation Model for Time Series Classification☆130May 16, 2026Updated 2 months ago
- ☆10Nov 13, 2025Updated 8 months ago
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆17Oct 5, 2023Updated 2 years ago
- [KDD 2025] TimeCapsule☆19May 9, 2026Updated 2 months ago
- Hierarchical multi-system training framework for dynamical systems reconstruction (from Brenner et al. 2025 ICLR)☆21Mar 7, 2025Updated last year
- ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification☆134Dec 5, 2024Updated last year
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI 2025)☆138Mar 19, 2025Updated last year