WoodSugar

tsl

tsl: a PyTorch library for processing spatiotemporal data.

ImputeFormer

[KDD 2024] "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"

GraphGPS

Recipe for a General, Powerful, Scalable Graph Transformer

Frigate

DCGCN

AGCRN

Adaptive Graph Convolutional Recurrent Network

LargeST

LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023 DB Track)

GPF

The code Implementation of the paper “Universal Prompt Tuning for Graph Neural Networks”.

STTN

The official code for "Spatial temporal transformer networks for traffic flow forecasting"

spatial-temporal-transformer

traffic flow prediction

transformer

A TensorFlow Implementation of the Transformer: Attention Is All You Need

RPConvformer

Improved Transformer based on Tensoflow implementation for traffic flow predictive modeling

GPT-ST

[NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"

aidea

AIdea 是一款支持 GPT 以及国产大语言模型通义千问、文心一言等，支持 Stable Diffusion 文生图、图生图、 SDXL1.0、超分辨率、图片上色的全能型 APP。

easytorch

Simple and powerful pytorch framework.

LongLoRA

Code and documents of LongLoRA and LongAlpaca (ICLR 2024 Oral)

STGODE

Spatial-Temporal Graph ODE Neural Network

Traffic-Benchmark

MTGNN

TSF_LSTF_Compare

Time series forecasting especially in LSTF compare，include Informer, Autoformer, Reformer, Pyraformer, FEDformer, Transformer, MTGNN, LSTNet, Graph WaveNet

STSGCN_Pytorch

BasicTS

A Standard and Fair Time Series Forecasting Benchmark and Toolkit.

L2P-GNN

Codes and datasets for AAAI-2021 paper "Learning to Pre-train Graph Neural Networks"

ST-SSL

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

STEP

Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

GTS

Discrete Graph Structure Learning for Forecasting Multiple Time Series, ICLR 2021.

PyTrack

a Map-Matching-based Python Toolbox for Vehicle Trajectory Reconstruction

Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

START

[ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).

LeuvenMapMatching

Leuven.MapMatching toolbox for aligning GPS measurements to locations on a map.