Book Chapter | Urban Mobility Prediction with Attention and Geo-Embedding
Title: Prediction and Analysis of Urban Mobility Based on Attention Mechanism and Geographic Information Embedding
城市模型 (Urban Modeling)
LandGPT: A Multimodal LLM for Parcel-Level Land Use Classification with Multi-Source Data
Title: LandGPT: a multimodal large language model for parcel-level land use classification with multi-source data
Causal Framework for Mobility Synthesis and Model Evaluation
Title: A causal intervention framework for synthesizing mobility data and evaluating predictive neural networks
Interpretable Urban Morphology–Function Mapping with XGNN
Title: Interpreting core forms of urban morphology linked to urban functions with explainable graph neural network
Explainable mapping of irregular parcels via data-fusion deep learning
Title: Explainable mapping of the irregular land use parcel with a data fusion deep learning model
A Framework for Exploring “Transfer-Out” Land Parcels under ECL Policy
Title: A Framework for Exploring “Transfer-Out” Land Parcels for Urban Development Under the Ecological Control Line (ECL) Policy in China
Mobility Prediction with Travel Features and Activity Chains
Title: Individual mobility prediction by considering current traveling features and historical activity chain
Urban sensing in the era of large language models
Title: Urban sensing in the era of large language models
Resilience Patterns of Multiscale Human Mobility Under Extreme Rainfall Events
Title: Resilience Patterns of Multiscale Human Mobility Under Extreme Rainfall Events Using Massive Individual Trajectory Data
Urban region representation learning incorporating transition, spatial, and temporal perspectives
Title: Urban region representation learning with human trajectories: a multi-view approach incorporating transition, spatial, and temporal perspectives