Alternatives and similar repositories for ST-LLM:

Users that are interested in ST-LLM are comparing it to the libraries listed below

• XDZhelheim / STAEformer
  [CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".
  ☆153Updated last year
• trainingl / STG4Traffic
  Code of “STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction”.
  ☆65Updated 7 months ago
• Echo-Ji / ST-SSL
  ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
  ☆168Updated 2 months ago
• deepkashiwa20 / MegaCRN
  [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"
  ☆111Updated last year
• liuxu77 / LargeST
  LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023 DB Track)
  ☆184Updated last year
• NickHan-cs / Spatio-Temporal-Data-Mining-Survey
  Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
  ☆116Updated 7 months ago
• BUAABIGSCity / PDFormer
  [AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.
  ☆225Updated last year
• wenhaomin / DiffSTG
  Code for DiffSTG
  ☆64Updated 11 months ago
• GestaltCogTeam / D2STGNN
  Code for our VLDB'22 paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.
  ☆178Updated last year
• j1o2h3n / DDSTGCN
  Dual Dynamic Spatial-Temporal Graph Convolution Network for Traffic Prediction
  ☆42Updated last year
• square-coder / STGODE
  Spatial-Temporal Graph ODE Neural Network
  ☆104Updated 3 years ago
• LMissher / PatchSTG
  [SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective
  ☆29Updated last month
• XDZhelheim / HimNet
  [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".
  ☆43Updated 5 months ago
• LiuAoyu1998 / STAMT
  An efficient spatial-temporal transformer with temporal aggregation and spatial memory for traffic forecasting
  ☆19Updated 10 months ago
• wengwenchao123 / RGDAN
  [Neural Networks] RGDAN: A random graph diffusion attention network for traffic prediction
  ☆28Updated 2 months ago
• Jimmy-7664 / STD-MAE
  [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
  ☆158Updated last month
• Kongwy5689 / STPGNN
  ☆18Updated 8 months ago
• uctb / ST-Paper
  Spatio-Temporal Prediction Paper List
  ☆164Updated last month
• Echo-Ji / ST-SSL_Dataset
  The data of paper "Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction".
  ☆29Updated last year
• goaheand / AdapGL-pytorch
  ☆62Updated 3 years ago
• HKUDS / GPT-ST
  [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"
  ☆78Updated 8 months ago
• liuxu77 / STGCL
  When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? (SIGSPATIAL 2022)
  ☆40Updated 2 years ago
• R0oup1iao / Traffic-Transformer
  This is a Pytorch implementation of Traffic Transformer. Now the corresponding paper is available online at
  ☆25Updated last year
• razvanc92 / ST-WA
  ☆19Updated 3 years ago
• Kqingzheng / ModWaveMLP
  ☆18Updated 10 months ago
• Essaim / CGCDemandPrediction
  ☆49Updated 2 years ago
• guoshnBJTU / SSTBAN
  ☆23Updated last year
• LiuAoyu1998 / STIDGCN
  Spatial–Temporal Dynamic Graph Convolutional Network With Interactive Learning for Traffic Forecasting
  ☆55Updated 3 months ago
• HCPLab-SYSU / HIAM
  ☆15Updated last year