tsinghua-fib-lab / UniST
Official implementation for "UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction" (KDD 2024)
☆91Updated 3 weeks ago
Related projects: ⓘ
- [ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"☆52Updated 2 weeks ago
- [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"☆66Updated 3 months ago
- The official implementation of the ICLR 24 submission entitled "Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation…☆35Updated 4 months ago
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023 DB Track)☆158Updated 10 months ago
- [WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"☆54Updated last year
- Code of “STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction”.☆54Updated 2 months ago
- UUKG: Unified Urban Knowledge Graph Dataset for Knowledge-Enhanced Urban Spatiotemporal Prediction☆77Updated 7 months ago
- A professional list on Multi-modal Data Fusion Models and Key Datasets for Urban Computing.☆87Updated last month
- [CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".☆121Updated 7 months ago
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆90Updated this week
- ☆13Updated last year
- UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting (WWW 2024)☆64Updated 6 months ago
- When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? (SIGSPATIAL 2022)☆37Updated last year
- [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"☆99Updated 8 months ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆68Updated 5 months ago
- Spatio-Temporal Prediction Paper List☆94Updated 2 weeks ago
- code for paper Multi-View Joint Graph Representation Learning for Urban Region Embedding. (to be updated)☆28Updated 3 years ago
- ☆23Updated 2 months ago
- Large Language Models as Human Mobility Predictors☆28Updated 7 months ago
- Spatial-Temporal Graph ODE Neural Network☆90Updated 2 years ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆17Updated 7 months ago
- Summary of Spatio-Temporal Representation Learning Models.☆55Updated last year
- Awesome Time-Series and Spatio-Temporal Related☆80Updated last year
- ☆12Updated 5 months ago
- Official implementation of the paper "Spatial-Temporal Large Language Model for Traffic Prediction"☆21Updated this week
- Code for DiffSTG☆49Updated 6 months ago
- PyTorch implementation of AirFormer, AAAI-23☆99Updated last year
- [KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"☆201Updated last month
- PyTorch implementation of CaST, NeurIPS-23.☆21Updated last month
- The implemention of DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model☆45Updated last month