An efficient spatial-temporal transformer with temporal aggregation and spatial memory for traffic forecasting
☆29Apr 27, 2025Updated 10 months ago
Alternatives and similar repositories for STAMT
Users that are interested in STAMT are comparing it to the libraries listed below
Sorting:
- source codes of TASSGN☆12Mar 11, 2024Updated last year
- [Neural Networks] PDG2Seq: Periodic Dynamic Graph to Sequence model for Traffic Flow Prediction☆23Sep 2, 2025Updated 6 months ago
- Spatial–Temporal Dynamic Graph Convolutional Network With Interactive Learning for Traffic Forecasting☆90May 13, 2025Updated 9 months ago
- [TITS2025] Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction☆32Sep 2, 2025Updated 6 months ago
- ☆13Mar 12, 2025Updated 11 months ago
- LCDFormer☆11Mar 27, 2024Updated last year
- Improved Transformer based on Tensoflow implementation for traffic flow predictive modeling☆24Jun 4, 2022Updated 3 years ago
- ☆29May 16, 2023Updated 2 years ago
- Code For Paper "Bridging the Spectrum Gap: Mid‑Frequency Augmentation and Key‑Frequency Mining for Multivariate Time Series"☆15Nov 19, 2025Updated 3 months ago
- Official Code of TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts☆66Aug 13, 2024Updated last year
- A correlation information-based spatiotemporal network for traffic flow forecasting☆28Feb 23, 2024Updated 2 years ago
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆251Dec 24, 2025Updated 2 months ago
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆111Mar 18, 2025Updated 11 months ago
- The repo is the official implementation for the paper: [MGCN: Mamba-Integrated Spatiotemporal Graph Convolutional Network for Long-Term T…☆22Jan 27, 2026Updated last month
- Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach (TITS)☆20Nov 22, 2024Updated last year
- [AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.☆282Oct 13, 2023Updated 2 years ago
- ☆20Jan 19, 2022Updated 4 years ago
- [ICDE 2023] Dynamic hypergraph structure learning for traffic flow forecasting☆21Oct 14, 2022Updated 3 years ago
- Display of data sets and core code in STCGCN☆29Nov 16, 2022Updated 3 years ago
- [AAAI'25] "Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction"☆18May 30, 2025Updated 9 months ago
- HSTGODE code☆11Nov 26, 2023Updated 2 years ago
- ☆31Oct 18, 2024Updated last year
- Repository for ''Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale''☆14Apr 30, 2024Updated last year
- [AAAI'2025] "Efficient Traffic Prediction through Spatio-Temporal Distillation"☆12May 23, 2025Updated 9 months ago
- The code of AdpSTGCN: Adaptive Spatial Temporal Graph Convolutional Network for Traffic Forecasting☆15Apr 16, 2024Updated last year
- Code for ECMLPKDD'23 "FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph"☆12Jul 24, 2023Updated 2 years ago
- [SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective☆78Nov 30, 2025Updated 3 months ago
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023)☆271Nov 1, 2023Updated 2 years ago
- This is a Pytorch implementation of Traffic Transformer. Now the corresponding paper is available online at☆26Mar 14, 2023Updated 2 years ago
- ☆15May 9, 2025Updated 9 months ago
- ☆11Aug 5, 2023Updated 2 years ago
- ☆15Aug 21, 2023Updated 2 years ago
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆74Sep 4, 2024Updated last year
- ICDE'24 "Time-aware Graph Structure Learning for Spatiao-temporal Forecasting"☆16Jan 26, 2026Updated last month
- The official implementation of SDGL☆38Jul 28, 2024Updated last year
- [CIKM'23] Official code for our paper "Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting".☆217Nov 15, 2025Updated 3 months ago
- Official implementation of the paper "Spatial-Temporal Large Language Model for Traffic Prediction"☆147Dec 4, 2025Updated 3 months ago
- This is the official release code of AAAI2023 accepted paper: "Spatial temporal Neural Structural Causal Models for Bike Flow Prediction"☆42Jan 27, 2023Updated 3 years ago
- Official Code for "CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting"☆46Jan 6, 2025Updated last year