A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmaps to achieve state-of-the-art performance.
☆35Nov 13, 2025Updated 8 months ago
Alternatives and similar repositories for Times2D
Users that are interested in Times2D are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆29May 11, 2025Updated last year
- Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".☆33Mar 11, 2026Updated 4 months ago
- ☆40Mar 12, 2026Updated 4 months ago
- [ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This wor…☆112May 6, 2026Updated 2 months ago
- ☆18Jan 17, 2025Updated last year
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆13Aug 8, 2024Updated last year
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆54Jul 31, 2025Updated 11 months ago
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆27May 6, 2025Updated last year
- ☆21Aug 14, 2025Updated 11 months ago
- PhaseFormer's official implementation, compatible with TSL.☆27Mar 10, 2026Updated 4 months ago
- The official repository of the PRformer paper: "PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting." This…☆66Oct 28, 2024Updated 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
- Hierarchical multi-system training framework for dynamical systems reconstruction (from Brenner et al. 2025 ICLR)☆21Mar 7, 2025Updated last year
- ☆27Aug 19, 2024Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code acompaning the paper titled "Mamba time series forecasting with uncertainty quantification"☆23Aug 8, 2025Updated 11 months ago
- WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting (AAAI-2025)☆86Jun 17, 2026Updated last month
- This is an official pytorch implementation for paper "Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series" (ICML-25).☆19May 2, 2025Updated last year
- An offical implementation of "TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting" (IC…☆106Feb 16, 2025Updated last year
- [NeurIPS 2024] The repository for experiment codes for the paper: Scaling Law for Time Series Forecasting.☆20Oct 23, 2024Updated last year
- [NeurIPS 2025] Official implementation of "SEMPO: Lightweight Foundation Models for Time Series Forecasting"☆32May 2, 2026Updated 2 months ago
- Code for the paper Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting☆42Jun 13, 2024Updated 2 years ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆117Jun 27, 2025Updated last year
- ☆10Dec 17, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆46Dec 16, 2023Updated 2 years ago
- About Official implementation of "KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecas…☆23Jul 15, 2025Updated last year
- ☆21Mar 23, 2026Updated 3 months ago
- [NeurIPS 2025 Spotlight] Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective☆63Jan 6, 2026Updated 6 months ago
- Official Code of "Error-quantified Conformal Inference for Time Series", ICLR 2025☆25Feb 2, 2025Updated last year
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆122Apr 15, 2025Updated last year
- ☆39Dec 25, 2024Updated last year
- MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]☆41Apr 15, 2025Updated last year
- ☆14Jan 22, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆24Nov 29, 2024Updated last year
- ☆62Apr 12, 2026Updated 3 months ago
- Code release of paper "MLGN: Multi-Scale Local-Global Feature Learning Network for Long-term Series Forecasting" 💚☆16May 31, 2024Updated 2 years ago
- Time Series Transformer for Crop Modeling☆18Jun 30, 2026Updated 2 weeks ago
- [AAAI 2025] Official Implementation of "Auto-Regressive Moving Diffusion Models for Time Series Forecasting"☆116Feb 9, 2025Updated last year
- [ICML 2026] Official PyTorch implementation of From Observations to States: Latent Time Series Forecasting☆25May 23, 2026Updated last month
- [AAAI 2026] Official implementation of "Time Series Forecasting via Direct Per-Step Probability Distribution Modeling"☆36Dec 10, 2025Updated 7 months ago