aikunyi / MedGNNLinks
Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".
☆25Updated 10 months ago
Alternatives and similar repositories for MedGNN
Users that are interested in MedGNN are comparing it to the libraries listed below
Sorting:
- MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]☆31Updated 7 months ago
- Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".☆26Updated 10 months ago
- Code for paper 'Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis (NeurIPS 2024 Spotlight)'☆39Updated 11 months ago
- Semi-Supervised End-to-End Contrastive Learning for Time Series Classification☆29Updated 2 years ago
- DBPM is a simple algorithm designed as a lightweight plug-in without learnable parameters to enhance the performance of time series contr…☆17Updated last year
- ☆29Updated last week
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆28Updated last year
- ☆22Updated 9 months ago
- Official implementations of "Frequency-masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning (AA…☆21Updated 5 months ago
- Official repository for TimeDRL: Disentangled Representation Learning for Multivariate Time-Series, accepted at ICDE 2024.☆27Updated last year
- A comparative study on Self-Supervised Learning for Time Series: Contrastive or Generative?☆42Updated 2 years ago
- An unofficial, simple pytorch implementation of the paper "C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time…☆14Updated last year
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆151Updated 8 months ago
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆50Updated 2 years ago
- ☆63Updated 2 months ago
- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆82Updated 8 months ago
- The code for the paper: TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning☆62Updated last year
- ☆18Updated 2 years ago
- The official code of the paper "MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series" [ICML 2024].☆14Updated 8 months ago
- ☆14Updated 4 months ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆35Updated 2 years ago
- ☆37Updated 11 months ago
- ☆10Updated 2 years ago
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆166Updated last year
- Code for KDD 2025 paper "FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification"☆24Updated 5 months ago
- Official implementation for the IJCAI'24 paper: SDformer☆27Updated 9 months ago
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆18Updated 6 months ago
- TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification☆81Updated 2 years ago
- TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative d…☆57Updated last year
- ☆24Updated last year