gorgen2020 / HSPGNNLinks
Physics-incorporated Graph Neural Network Using Dynamic Higher-Order Spatio-temporal Graphs for Multivariate Time Series Imputation
☆16Updated 2 months ago
Alternatives and similar repositories for HSPGNN
Users that are interested in HSPGNN are comparing it to the libraries listed below
Sorting:
- Investigating the benefit of relating river gauging stations via graph neural networks for flood forecasting☆14Updated 7 months ago
- Comparison for time series prediction using Neural-ODEs and Neural-Flows☆16Updated 3 years ago
- KDD 2025: "Predicting the Dynamics of Complex Systems via Multiscale Diffusion Autoencoder"☆18Updated 5 months ago
- Code for the paper "Multivariate Time Series Prediction of Complex Systems Based on Graph Neural Networks with Location Embedding Graph S…☆24Updated 2 years ago
- ☆15Updated 2 years ago
- Time Series Forecasting with Dynamic Graph Modeling☆15Updated 2 months ago
- ☆16Updated 10 months ago
- Kolmogorov-Arnold Networks in MATLAB☆52Updated 4 months ago
- Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'24)☆22Updated 11 months ago
- multi-objective optimization, single-objective optimization and reinforcement learning in the field of ensemble learning and time series …☆24Updated 2 years ago
- Official implementation of "Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data".☆10Updated 2 years ago
- MEAformer: An all-MLP Transformer with Temporal External Attention for Long-term Time Series Forecasting☆12Updated last year
- [NeurIPS 2024] Official Implementation of "SDformer: Similarity-driven Discrete Transformer For Time Series Generation"☆13Updated 5 months ago
- ☆15Updated 11 months ago
- ☆13Updated 9 months ago
- code for HiSTGNN: Hierarchical Graph Neural Networks for Weather Forecasting, Information Sciences☆16Updated 2 years ago
- ☆38Updated last year
- ☆25Updated last year
- This is an implementation of a traffic speed predicition model.☆10Updated 3 years ago
- ☆44Updated 3 years ago
- ☆27Updated 2 months ago
- Neural Manifold Operators (KDD 2024)☆24Updated 11 months ago
- BayOTIDE-Bayesian Online Multivariate Time Series Imputation with Functional Decomposition (ICML 2024 spotlight)☆35Updated 2 months ago
- Kolmogorov-Arnold Networks (KAN) using Jacobi polynomials instead of B-splines.☆41Updated last year
- MSTGAN is an innovative method designed for multi-station urban air quality prediction, which fully considers the individual, global, and…☆20Updated last year
- MFWPN☆26Updated 2 months ago
- Pytorch implementation of various traffic prediction modules(FC-LSTM, GRU, GCN, Diffusion Conv, Temporal Attention, etc.)☆11Updated last year
- ☆11Updated 4 years ago
- This folder contains spatiotemporal prediction models implemented in combination with Informer and GAT.☆20Updated 6 months ago
- [ICLR 2024 Spotlight]☆24Updated last year