When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? (SIGSPATIAL 2022)
☆44Nov 16, 2022Updated 3 years ago
Alternatives and similar repositories for STGCL
Users that are interested in STGCL are comparing it to the libraries listed below
Sorting:
- 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
- A Multi-graph Multi-head Adaptive Temporal Graph Convolutional Network☆11May 21, 2023Updated 2 years ago
- AGC-Net (Adaptive Graph Convolution Networks) is an advanced model designed to predict traffic flow. Dataset: METR-LA, PEMS-BAY☆12Sep 6, 2023Updated 2 years ago
- ☆10Jun 17, 2023Updated 2 years ago
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023)☆269Nov 1, 2023Updated 2 years ago
- [ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks☆111Mar 18, 2025Updated 11 months ago
- ☆47Sep 2, 2022Updated 3 years ago
- [IJCAI'24] Official code for our paper "Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns …☆14Jul 3, 2025Updated 8 months ago
- [TKDE 2024] Official Code of the paper "Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series For…☆31Jul 13, 2024Updated last year
- [TKDD 2023] Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution☆327May 24, 2021Updated 4 years ago
- ☆15Aug 21, 2023Updated 2 years ago
- [IJCAI 2024] This it the official github for IJCAI24 paper "Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning"☆16Sep 27, 2024Updated last year
- ☆12Nov 7, 2019Updated 6 years ago
- WWW23-Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster☆17Feb 5, 2023Updated 3 years ago
- ☆49May 24, 2022Updated 3 years ago
- KDD'23 --- Graph Neural Processes for Spatio-Temporal Extrapolation☆37May 29, 2023Updated 2 years ago
- [AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"☆141Dec 23, 2023Updated 2 years ago
- The official PyTorch implementation of "An Attentional Multi-scale Co-evolving Model for Dynamic Link Prediction" (TheWebConf'23)☆11May 4, 2023Updated 2 years ago
- Foundation Model for Probabilistic Electricity Price Forecasting☆18Sep 29, 2025Updated 5 months ago
- Codes for RiskSeq-TKDE☆21Nov 19, 2020Updated 5 years ago
- ☆11Apr 10, 2025Updated 10 months ago
- source codes of TASSGN☆12Mar 11, 2024Updated last year
- [NeurIPS 2024 Spotlight] Official Code of the paper "Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Foreca…☆16Dec 24, 2024Updated last year
- Crawl traffic data from PEMS☆10Jul 19, 2021Updated 4 years ago
- Repo for EMNLP23 paper "GeoLM: Empowering Language Models for Geospatially Grounded Language Understanding"☆33Feb 23, 2026Updated last week
- A pytorch re-implementation of STFGNN☆30Mar 8, 2023Updated 2 years ago
- The official implementation of ChatTraffic.☆51Jan 14, 2025Updated last year
- [CIKM 2023] This is the official source code of "TrendGCN: Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal E…☆50Aug 11, 2023Updated 2 years ago
- Code for Paper "Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction"☆21Jun 27, 2022Updated 3 years ago
- ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction☆198Dec 12, 2024Updated last year
- The code of MultiSPANS.☆12Oct 20, 2023Updated 2 years ago
- [CIKM 2022] Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Tra…☆49Jan 28, 2023Updated 3 years ago
- KDDCUP2022 WPF Competition☆12Aug 5, 2022Updated 3 years ago
- The appendix and core code of model CauSTG, for accepted paper in KDD 2023.☆12Jun 15, 2023Updated 2 years ago
- ☆50May 17, 2022Updated 3 years ago
- [CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation☆25Nov 25, 2023Updated 2 years ago
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Graph Part)☆179Aug 23, 2022Updated 3 years ago
- SPGCL: Mining Spatio-Temporal Relations via Self-Paced Graph Contrastive Learning☆14Feb 16, 2023Updated 3 years ago
- ☆14Mar 27, 2023Updated 2 years ago