[TMLR 2025] This is the official code of our Paper "DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting"
☆39Dec 20, 2025Updated 5 months ago
Alternatives and similar repositories for DeformTime
Users that are interested in DeformTime are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆15Jan 3, 2025Updated last year
- ☆27Aug 19, 2024Updated last year
- Official implementation of "DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting" (NeurIPS 2024)☆26Oct 28, 2024Updated last year
- [BMVC 2022] This is the official code of our Paper "Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition"☆23Jul 8, 2024Updated last year
- The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Lead…☆92Oct 28, 2024Updated last year
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Semantics-Aware Patch Encoding and Hierarchical Dependency Modeling for Long-Term Time Series Forecasting☆53Aug 7, 2025Updated 10 months ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆85Feb 20, 2025Updated last year
- Fine-grained attention in hierarchical transformers for tabular time-series.☆12Dec 24, 2024Updated last year
- Source code for "Scalable Transformer for High Dimensional Multivariate Time Series Forecasting" (Accepted by CIKM-24)☆19Jan 13, 2025Updated last year
- ☆111Jun 11, 2025Updated last year
- RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks☆125Aug 16, 2024Updated last year
- [ICDE 2025] Official implementation of "Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Kno…☆28Jun 27, 2025Updated 11 months ago
- [AAAI Oral 2026] This is the official code of our Paper "Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasti…☆50Mar 20, 2026Updated 2 months ago
- Source code for Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers☆19May 29, 2024Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆16May 3, 2025Updated last year
- ☆47Dec 16, 2023Updated 2 years ago
- Use the Moravec operator + correlation coefficient algorithm for image feature point matching. The Python code performs automatic recogni…☆10Sep 21, 2020Updated 5 years ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆40Jan 8, 2025Updated last year
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆52Mar 17, 2025Updated last year
- [ICLR 2024] Official code of RobustTSF☆21Feb 21, 2024Updated 2 years ago
- [KBS'25]Official Implement of "PRADA: Prompt-guided Representation Alignment and Dynamic Adaption for Time Series Forecasting".☆14May 28, 2025Updated last year
- Code implementation of the paper "WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting" (ICML 2025)☆30Feb 12, 2025Updated last year
- Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.☆281Jul 7, 2025Updated 11 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables [ICML 2024]☆23Feb 5, 2026Updated 4 months ago
- Code release of paper "FAITH: Frequency-domain Attention In Two Horizons for Long-term time series forecasting"☆19Jun 20, 2025Updated 11 months ago
- The code for TFPS☆68Nov 8, 2024Updated last year
- ☆46Jun 10, 2024Updated 2 years ago
- ☆45Jul 25, 2024Updated last year
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆113Jun 27, 2025Updated 11 months ago
- UnetTSF: A Better Performance Linear Complexity Time Series Prediction Model☆56Jan 9, 2024Updated 2 years ago
- ☆24Nov 29, 2024Updated last year
- Official implementation of "Periodicity Decoupling Framework for Long-term Series Forecasting" (ICLR 2024)☆150May 29, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- ☆70Oct 7, 2025Updated 8 months ago
- [ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This wor…☆106May 6, 2026Updated last month
- MEAformer: An all-MLP Transformer with Temporal External Attention for Long-term Time Series Forecasting☆13Apr 27, 2024Updated 2 years ago
- Source code of paper: Take an Irregular Route: Enhance the Decoder of Time-Series Forecasting Transformer☆14Mar 6, 2024Updated 2 years ago
- ☆13Aug 8, 2024Updated last year
- Official reponsitory for "S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting"☆57Jul 17, 2024Updated last year
- ☆78May 3, 2024Updated 2 years ago