Cover Image

MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Ronghui, Xing, Wenbin, Li, Mengran, Wang, Zihan, Chen, Junzhou, Ma, Xiaolei, Liu, Zhiyuan, He, Zhengbing
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Transport-Hub-Aware Spatial-Temporal Adaptive Graph Transformer for Traffic Flow Prediction
by: Xu, Xiao, et al.
Published: (2023)

TAS-TsC: A Data-Driven Framework for Estimating Time of Arrival Using Temporal-Attribute-Spatial Tri-space Coordination of Truck Trajectories
by: Li, Mengran, et al.
Published: (2024)

Learning Cell-Aware Hierarchical Multi-Modal Representations for Robust Molecular Modeling
by: Li, Mengran, et al.
Published: (2025)

AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing Graphs
by: Li, Mengran, et al.
Published: (2025)

A Survey of Large Language Models for Data Challenges in Graphs
by: Li, Mengran, et al.
Published: (2025)

STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
by: Brinke, Kiet Bennema ten, et al.
Published: (2025)

Topology-Driven Attribute Recovery for Attribute Missing Graph Learning in Social Internet of Things
by: Li, Mengran, et al.
Published: (2025)

Effective Finite Time Stability Control for Human-Machine Shared Vehicle Following System
by: Wang, Zihan, et al.
Published: (2024)

Benders Decomposition for Passenger-Oriented Train Timetabling with Hybrid Periodicity
by: Yao, Zhiyuan, et al.
Published: (2025)

ABCDWaveNet: Advancing Robust Road Ponding Detection in Fog through Dynamic Frequency-Spatial Synergy
by: Zhang, Ronghui, et al.
Published: (2025)

Passenger Redistribution Based on Rolling Horizon Optimization in Multimodal Emergency Evacuation of Transportation Hubs
by: Zhiman Xu, et al.
Published: (2026)

Dynamic Graph Representation Learning for Passenger Behavior Prediction
by: Xie, Mingxuan, et al.
Published: (2024)

Transforming Policy-Car Swerving for Mitigating Stop-and-Go Traffic Waves: A Practice-Oriented Jam-Absorption Driving Strategy
by: He, Zhengbing
Published: (2026)

ST-RetNet: A Long-term Spatial-Temporal Traffic Flow Prediction Method
by: Long, Baichao, et al.
Published: (2024)

AGSENet: A Robust Road Ponding Detection Method for Proactive Traffic Safety
by: Zhang, Ronghui, et al.
Published: (2024)

A Hyperbolic Transport Model for Passenger Flow on Tram Networks
by: Schillinger, Thomas
Published: (2026)

BA-Net: Bridge Attention in Deep Neural Networks
by: Zhang, Ronghui, et al.
Published: (2024)

Predicting Subway Passenger Flows under Incident Situation with Causality
by: Huang, Xiannan, et al.
Published: (2024)

Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction
by: Yang, Sunwoong, et al.
Published: (2024)

Airport Passenger Flow Forecasting via Deformable Temporal-Spectral Transformer Approach
by: Du, Wenbo, et al.
Published: (2025)

Examining the Dynamics of Local and Transfer Passenger Share Patterns in Air Transportation
by: Zheng, Xufang, et al.
Published: (2025)

Attention Mechanism with Spatial‐Temporal Joint Deep Learning Model for the Forecasting of Short‐Term Passenger Flow Distribution at the Railway Station
by: Zhicheng Dai, et al.
Published: (2024)

DELST: Dual Entailment Learning for Hyperbolic Image-Gene Pretraining in Spatial Transcriptomics
by: Chen, Xulin, et al.
Published: (2025)

Transport-Coupled Bayesian Flows for Molecular Graph Generation
by: Xiong, Yida, et al.
Published: (2025)

Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-Temporal Graph Learning Method for Traffic Flow Forecasting
by: Wang, Feng, et al.
Published: (2025)

GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction
by: Kong, Weiyang, et al.
Published: (2025)

A prediction-based forward-looking vehicle dispatching strategy for dynamic ride-pooling
by: Wang, Xiaolei, et al.
Published: (2024)

Spatial–Temporal based Crowd Flow Prediction Using Multiscale Dynamic Residual Learning
by: Zain Ul Abideen, et al.
Published: (2025)

GNN-based Passenger Request Prediction
by: Makhdomi, Aqsa Ashraf, et al.
Published: (2023)

Short‐Term Passenger Flow Prediction Based on Federated Learning on the Urban Metro System
by: Guowen Dai, et al.
Published: (2025)

Deep Learning-Based Residual Useful Lifetime Prediction for Assets with Uncertain Failure Modes
by: Su, Yuqi, et al.
Published: (2024)

Crowd Flow Prediction: An Integrated Approach Using Dynamic Spatial–Temporal Adaptive Modeling for Pattern Flow Relationships
by: Zain Ul Abideen, et al.
Published: (2024)

FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
by: Feng, Yutong, et al.
Published: (2025)

Sustainable Pathways: An Integrated Dynamic Network Eco‐Efficiency Approach to Evaluate Passenger Road Transportation
by: Saransh Tiwari, et al.
Published: (2026)

Learning to Decode Against Compositional Hallucination in Video Multimodal Large Language Models
by: Xing, Wenbin, et al.
Published: (2026)

A Sensitivity-Driven Expert Allocation Method in LoRA-MoE for Efficient Fine-Tuning
by: Xu, Junzhou, et al.
Published: (2025)

Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations
by: Huang, Xiannan, et al.
Published: (2024)

Short‐Term Interval Prediction of Inbound Passenger Flow of Subway Station under Failure Events
by: Yichao Pu, et al.
Published: (2024)

Train Unit Scheduling Optimization Considering Unit Ordering
by: Luo, Yunjian, et al.
Published: (2025)

Dynamic Localisation of Spatial-Temporal Graph Neural Network
by: Duan, Wenying, et al.
Published: (2025)