[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
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Updated
Jun 5, 2024 - Python
[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
LibCity: An Open Library for Urban Spatial-temporal Data Mining
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.
[KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"
This is a real-world dataset of 18,061 public electric vehicle (EV) charging piles for spatio-temporal charging demand prediction.
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
tsl: a PyTorch library for processing spatiotemporal data.
[NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore
M-LibCity:基于Mindspore的城市时空预测模型开源算法库
PurpleAirSF: datasets for realistic air quality forecasting
This repository contains de code and instructions to train the models and prepare the datasets for the experiments in the paper "Atom: Neural Traffic Compression with Spatio-Temporal Graph Neural Networks" accepted at the 2nd ACM CONEXT GNNet 2023 Workshop.
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"
[ICML'2023] "GraphST: Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation"
[under review] Official PyTorch Implementation of "Multi-scale Feature Aggregation Autoregressive Network for Multi-Agent Trajectory Prediction".
GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale
STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting
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