Chengyui / SUMformer
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach (TITS)
☆15Updated this week
Related projects ⓘ
Alternatives and complementary repositories for SUMformer
- Pytorch implementation of Physics Guided Differential Equation Network for Air Quality Prediction (AirPhyNet).☆14Updated 9 months ago
- Code for DiffSTG☆57Updated 8 months ago
- ICLR'2024 (Spotlight)☆15Updated 4 months ago
- ☆16Updated last year
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆14Updated 5 months ago
- ☆19Updated last year
- ☆13Updated 2 years ago
- The project for KDD24 paper 'Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Networks…☆14Updated 2 months ago
- PyTorch implementation of AirFormer, AAAI-23☆112Updated last year
- ☆74Updated last year
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆34Updated 2 months ago
- ☆33Updated 10 months ago
- [CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation☆20Updated 11 months ago
- This repository contains code for the paper "Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal C…☆74Updated 2 months ago
- Pytorch implementation of Spatoi-temporal Differential Equation Network (STDEN).☆35Updated 2 years ago
- The implementation Code of CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement☆26Updated last year
- [KDD 2024] "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"☆28Updated last month
- code for HiSTGNN: Hierarchical Graph Neural Networks for Weather Forecasting, Information Sciences☆10Updated last year
- Code for ECMLPKDD'23 "FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph"☆11Updated last year
- A diffusion-based framework for spatio-temporal point processes☆63Updated 7 months ago
- KDD'23 --- Graph Neural Processes for Spatio-Temporal Extrapolation☆32Updated last year
- ☆23Updated last year
- ☆14Updated 2 years ago
- Code for our SIGKDD'24 paper GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing☆22Updated 4 months ago
- Code for our paper "Temporal Graph Neural Networks for Irregular Data"☆17Updated last year
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆74Updated 7 months ago
- The code for Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values.☆17Updated 2 months ago
- This folder contains spatiotemporal prediction models implemented in combination with Informer and GAT.☆13Updated 10 months ago
- ☆24Updated 4 months ago
- Code of “STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction”.☆59Updated 4 months ago