aikunyi / AmplifierLinks
Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".
☆26Updated 10 months ago
Alternatives and similar repositories for Amplifier
Users that are interested in Amplifier are comparing it to the libraries listed below
Sorting:
- ☆65Updated 2 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆39Updated 11 months ago
- ☆22Updated 9 months ago
- ☆18Updated 2 years ago
- Official repository for TimeDRL: Disentangled Representation Learning for Multivariate Time-Series, accepted at ICDE 2024.☆27Updated last year
- Official implementations of "Frequency-masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning (AA…☆22Updated 5 months ago
- ☆24Updated last year
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆25Updated 10 months ago
- ☆11Updated last year
- ☆47Updated last year
- ☆37Updated 11 months ago
- The official code of the paper "MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series" [ICML 2024].☆14Updated 8 months ago
- MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]☆31Updated 7 months ago
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆14Updated 11 months ago
- ☆38Updated 4 months ago
- ☆48Updated 7 months ago
- ☆29Updated last week
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI2025)☆98Updated 8 months ago
- Code for the paper Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting☆34Updated last year
- ☆112Updated last year
- Code release of paper "FAITH: Frequency-domain Attention In Two Horizons for Long-term time series forecasting"☆18Updated 5 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆35Updated 2 years ago
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Updated 3 weeks ago
- An unofficial, simple pytorch implementation of the paper "C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time…☆16Updated last year
- The code for Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values.☆31Updated last year
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆73Updated 9 months ago
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆34Updated 4 months ago
- The code for TFPS☆47Updated last year
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆22Updated 7 months ago
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆29Updated last year