Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".
☆31Mar 11, 2026Updated 3 months ago
Alternatives and similar repositories for Amplifier
Users that are interested in Amplifier 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
- ☆13Aug 8, 2024Updated last year
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆52Mar 17, 2025Updated last year
- The code for TFPS☆68Nov 8, 2024Updated last year
- Official implementation of the paper "FilterNet: Harnessing Frequency Filters for Time Series Forecasting"☆223Mar 11, 2026Updated 3 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Official repository for "TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data" (AAAI 2025).☆35Jul 29, 2025Updated 10 months ago
- ☆21Aug 14, 2025Updated 10 months ago
- ☆17Jan 7, 2025Updated last year
- ☆111Jun 11, 2025Updated last year
- [ICML 2025] Official PyTorch implementation of the paper: 🎯 TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time S…☆149Dec 17, 2025Updated 5 months ago
- [ICDE 2025] Official implementation of "Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Kno…☆28Jun 27, 2025Updated 11 months ago
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆32Mar 11, 2026Updated 3 months ago
- WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting (AAAI-2025)☆85Nov 27, 2025Updated 6 months ago
- An offical implementation of "TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting" (IC…☆105Feb 16, 2025Updated last year
- 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.
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆51Jul 31, 2025Updated 10 months ago
- The official implementation of paper "Disentangled Parameter-Efficient Linear Model for Long-Term Time Series Forecasting" (DASFAA 2026)☆17Apr 21, 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
- ☆18Jan 17, 2025Updated last year
- [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☆28May 22, 2025Updated last year
- ☆21Feb 14, 2025Updated last year
- Official implementation of paper: LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Serie…☆18Dec 19, 2025Updated 5 months ago
- Code for the paper Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting☆41Jun 13, 2024Updated 2 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Source code for "Scalable Transformer for High Dimensional Multivariate Time Series Forecasting" (Accepted by CIKM-24)☆19Jan 13, 2025Updated last year
- [NeurIPS2024] Attractor memory for long-term time series forecasting: A chaos perspective☆22Nov 22, 2024Updated last year
- [NeurIPS 2024] The repository for experiment codes for the paper: Scaling Law for Time Series Forecasting.☆20Oct 23, 2024Updated last year
- [NeurIPS 2024] Official implementation of the paper "Are Self-Attentions Effective for Time Series Forecasting?"☆63Dec 31, 2024Updated last year
- [AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"☆117Apr 15, 2025Updated last year
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 6 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆40Jan 8, 2025Updated last year
- Official implementation of the paper "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"☆198Mar 26, 2024Updated 2 years ago
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆15Jan 3, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Code release of paper "MLGN: Multi-Scale Local-Global Feature Learning Network for Long-term Series Forecasting" 💚☆16May 31, 2024Updated 2 years ago
- ☆31Feb 28, 2025Updated last year
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆85Oct 29, 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
- ☆19Sep 4, 2023Updated 2 years ago
- This repository contains the code for paper Li, Ran, et al. "Decision-oriented learning for future power system decision-making under unc…☆34Apr 13, 2025Updated last year
- "Self-Supervised Contrastive Learning for Long-term Forecasting", accepted at International Conference on Learning Representations (ICLR)…☆81Mar 28, 2024Updated 2 years ago