tsinghua-fib-lab / OD_benckmark
The benchmark related to the survey: An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques
☆28Updated last year
Alternatives and similar repositories for OD_benckmark:
Users that are interested in OD_benckmark are comparing it to the libraries listed below
- ☆23Updated 2 years ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆79Updated last year
- ☆24Updated 7 months ago
- Implementation code for the Time-Aware Location Embedding (TALE) model, proposed in the TKDE paper "Pre-Training Time-Aware Location Embe…☆16Updated 6 months ago
- [ECMLPKDD21] Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19☆30Updated last year
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Grid Part)☆54Updated 2 years ago
- The official implementation of "Activity Trajectory Generation via Modeling Spatiotemporal Dynamics"☆32Updated last year
- The official implementation of "COLA: Cross-city Mobility Transformer for Human Trajectory Simulation".☆18Updated last year
- When Will We Arrive? A Novel Multi-Task Spatio-Temporal Attention Network Based on Individual Preference for Estimating Travel Time☆37Updated last year
- [AAAI'22] Event-Aware Multimodal Mobility Nowcasting☆14Updated 2 years ago
- ☆15Updated last year
- code for paper Multi-View Joint Graph Representation Learning for Urban Region Embedding. (to be updated)☆33Updated 3 years ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆23Updated last year
- [ICDE'20] Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network (Pytorch Replication)☆20Updated 3 years ago
- Implementation code for the Context and Time-aware Location Embedding (CTLE) model, proposed in the AAAI 2021 paper "Pre-training Context…☆34Updated 6 months ago
- [KDD 2020 (AI for COVID-19)] Learning to Simulate Human Mobility☆47Updated 3 years ago
- Implementation code for the model Diffusion-based Origin-destination Travel Time Estimation (DOT), proposed in the SIGMOD 2024 paper "Ori…☆16Updated 6 months ago
- Summary of Spatio-Temporal Representation Learning Models.☆72Updated 2 years ago
- Map-Constrained Trajectory Recovery (KDD'21)☆56Updated 3 years ago
- [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"☆76Updated 10 months ago
- Source code of implementing spatial-temporal zero-inflated negative binomial network for trip demand prediction☆25Updated 3 years ago
- Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.☆122Updated 9 months ago
- UUKG: Unified Urban Knowledge Graph Dataset for Knowledge-Enhanced Urban Spatiotemporal Prediction☆92Updated last year
- WWW23-Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster☆17Updated 2 years ago
- ☆16Updated 2 years ago
- The codes and data of paper "Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction"☆26Updated last year
- Code for Paper "Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction"☆20Updated 2 years ago
- ☆10Updated 3 years ago
- Code of “STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction”.☆66Updated 9 months ago
- [WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"☆64Updated last year