LceOmlet / UniTS
Official implementation of "UniTS: A Universal Time Series Analysis Framework Powered by Self-supervised Representation Learning"
☆34Updated 2 months ago
Alternatives and similar repositories for UniTS
Users that are interested in UniTS are comparing it to the libraries listed below
Sorting:
- ☆47Updated last year
- Source code of paper: GBT: Two-stage Transformer Framework for Non-stationary Time Series Forecasting.☆40Updated last year
- Code for paper titled "Learning Latent Seasonal-Trend Representations for Time Series Forecasting" in NeurIPS 2022☆78Updated 2 years ago
- Time Series Forecasting, Distribution Shift☆84Updated last year
- Codebase for CIKM '24 paper -- General Time Transformer: an Encoder-only Foundation Model for Zero-Shot Multivariate Time Series Forecas…☆44Updated 6 months ago
- Unofficial implementation of "Fast RobustSTL: Efficient and Robust Seasonal-Trend Decomposition for Time Series with Complex Patterns"☆42Updated 4 years ago
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆97Updated last year
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆113Updated 4 months ago
- Official code for "The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Foreca…☆59Updated 11 months ago
- ☆42Updated 3 years ago
- Source code of CIKM'22 paper: TFAD: A Decomposition Time Series Anomaly Detection Architecture with Frequency Analysis☆55Updated 2 years ago
- Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation (AAAI 2025)☆13Updated 2 months ago
- ☆97Updated 6 months ago
- ☆87Updated 4 months ago
- PyTorch implementation of "Drift doesn't Matter: Dynamic Decomposition with Dffusion Reconstruction for Unstable Multivariate Time Series…☆71Updated 3 months ago
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆40Updated last month
- ☆28Updated last year
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆85Updated 6 months ago
- The code for TFPS☆22Updated 6 months ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆92Updated 6 months ago
- MHCCL: Masked Hierarchical Cluster-wise Contrastive Learning for Multivariate Time Series - a PyTorch Version (AAAI-2023)☆39Updated 10 months ago
- "Self-Supervised Contrastive Learning for Long-term Forecasting", accepted at International Conference on Learning Representations (ICLR)…☆80Updated last year
- This is an official PyTorch implementation of the NeurIPS 2023 paper 《OneNet: Enhancing Time Series Forecasting Models under Concept Drif…☆117Updated 5 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆31Updated last year
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆52Updated last month
- ☆21Updated 2 years ago
- ☆12Updated 3 months ago
- PyTorch implementation of "ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data" (AAAI 2025 [o…☆76Updated 2 weeks ago
- [ICLR'24] Official PyTorch Implementation of ContraLSP☆30Updated last year
- ☆98Updated 2 years ago