Mingyue-Cheng / TimeMAE
☆94Updated 6 months ago
Alternatives and similar repositories for TimeMAE:
Users that are interested in TimeMAE are comparing it to the libraries listed below
- About Code release for "SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling" (NeurIPS 2023 Spotlight), https://arxiv.…☆127Updated last year
- The implementation of "TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning"☆80Updated 11 months ago
- ☆56Updated 3 months ago
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆143Updated 11 months ago
- Time Series Forecasting, Distribution Shift☆83Updated last year
- A comparative study on Self-Supervised Learning for Time Series: Contrastive or Generative?☆33Updated last year
- ☆72Updated last year
- MHCCL: Masked Hierarchical Cluster-wise Contrastive Learning for Multivariate Time Series - a PyTorch Version (AAAI-2023)☆39Updated 9 months ago
- [NeurIPS 2023] The official repo for the paper: "Time Series as Images: Vision Transformer for Irregularly Sampled Time Series"."☆144Updated last year
- DBPM is a simple algorithm designed as a lightweight plug-in without learnable parameters to enhance the performance of time series contr…☆15Updated last year
- ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification☆92Updated 5 months ago
- Domain Adaptation for Time Series Under Feature and Label Shifts☆119Updated last year
- Pytorch implementation of NIPS'23 paper: Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective☆97Updated last year
- Task-Aware Reconstruction for Time-Series Transformer☆60Updated 2 years ago
- Contrastive Learning for Domain Adaptation of Time Series☆89Updated last year
- ☆69Updated last year
- Code release of paper "MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting" (ICLR 2023)☆112Updated 2 years ago
- [ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation mo…☆185Updated 7 months ago
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆93Updated 5 months ago
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆27Updated 6 months ago
- ☆87Updated 2 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆31Updated last year
- TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative d…☆45Updated 8 months ago
- ☆47Updated last year
- TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification☆70Updated last year
- Official Implementation of "From Similarity to Superiority: Channel Clustering for Time Series Forecasting"☆44Updated 6 months ago
- Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping☆82Updated last year
- ☆18Updated 2 years ago
- [ICML 2024] Official implementation of: "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dep…☆53Updated 2 months ago
- Multivariate Time Series Classification Model with Attentional Prototype Network☆44Updated 6 years ago