tsinghua-fib-lab / DeepMobilityLinks
The official implementation of the manuscript Learning the complexity of urban mobility with deep generative collaboration network.
☆14Updated last year
Alternatives and similar repositories for DeepMobility
Users that are interested in DeepMobility are comparing it to the libraries listed below
Sorting:
- The official PyTorch implementation of "Learning to Simulate Daily Activities via Modeling Dynamic Human Needs" (WWW'23)☆17Updated last year
- The official implementation of "Activity Trajectory Generation via Modeling Spatiotemporal Dynamics"☆32Updated last year
- ☆27Updated 9 months ago
- WWW23-Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster☆17Updated 2 years ago
- ☆11Updated last year
- ☆11Updated last year
- Summary of Spatio-Temporal Representation Learning Models.☆74Updated 2 years ago
- The benchmark related to the survey: An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques☆28Updated 2 years ago
- A diffusion-based framework for spatio-temporal point processes☆74Updated last year
- Official implementation for "Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space" (KDD2024)☆23Updated 3 months ago
- The official implementation of "COLA: Cross-city Mobility Transformer for Human Trajectory Simulation".☆18Updated last year
- Urban Region Representation Learning with Attentive Fusion (ICDE 2024)☆17Updated 5 months ago
- Source code of implementing spatial-temporal zero-inflated negative binomial network for trip demand prediction☆25Updated 3 years ago
- ☆25Updated 9 months ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆86Updated last year
- [ECMLPKDD21] Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19☆30Updated 2 years ago
- Large Language Models as Human Mobility Predictors☆52Updated 8 months ago
- [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"☆79Updated last year
- KnowSite: Leveraging Urban Knowledge Graph for Site Selection☆14Updated last year
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆26Updated last year
- [AAAI'22] Event-Aware Multimodal Mobility Nowcasting☆14Updated 2 years ago
- [WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"☆65Updated 2 years ago
- UUKG: Unified Urban Knowledge Graph Dataset for Knowledge-Enhanced Urban Spatiotemporal Prediction☆104Updated 3 months ago
- ☆79Updated last year
- This repo contains the codes and data for our Nature Communications paper: Deep learning resilience inference for complex networked syste…☆53Updated 9 months ago
- The code and documentation for geo-contextual multitask embedding learner☆26Updated 4 years ago
- KDD'23 --- Graph Neural Processes for Spatio-Temporal Extrapolation☆35Updated 2 years ago
- ☆26Updated 10 months ago
- A Multi-graph Multi-head Adaptive Temporal Graph Convolutional Network☆10Updated 2 years ago
- ☆139Updated 3 years ago