Traffic Flow Prediction, Spatial-Temporal Selective State Space (ST-Mamba), State Space Models
A multi-task Transformer with mixture-of-experts for personalized periodic predictions of individual travel behavior in multimodal public transport
Personalized periodic travel behavior (PTB) predictions, Multi-task Transformer, Multi-gate mixture-of-experts (MMoE), Multimodal public transport, PTBformer-MMoE
Spatial-temporal, DDIM, Large Language Model, Multi-modal, Intelligent Transportation Systems
Mobility-as-a-Service (MaaS), MaaS Bundle Customization, Multi-task Transformer, MaaSformer, Multi-gate mixture-of-experts (MMoE)
Graph neural networks, graph framelet, graph Ricci curvature, heterophily adaption.