Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information

1 December 2020

Papers citing "Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information"

30 / 30 papers shown

Title
Identifying and Characterising Higher Order Interactions in Mobility Networks Using Hypergraphs Prathyush Sambaturu Bernardo Gutierrez Moritz U.G. Kraemer 53 0 0 24 Mar 2025
Urban Safety Perception Through the Lens of Large Multimodal Models: A Persona-based Approach Ciro Beneduce Bruno Lepri Massimiliano Luca 39 0 0 01 Mar 2025
Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning Chengkai Han Jingyuan Wang Y. Wang Xie Yu Hao Lin Chao Li Junjie Wu AI4TS 50 1 0 08 Feb 2025
A System for Critical Facility and Resource Optimization in Disaster Management and Planning Emmanuel Tung Ali Mostafavi Maoxu Li Sophie Li Z. Rasheed Khurram Hassan-Shafique 25 0 0 03 Oct 2024
Discovering Cyclists' Visual Preferences Through Shared Bike Trajectories and Street View Images Using Inverse Reinforcement Learning Kezhou Ren Meihan Jin Huiming Liu Yongxi Gong Yu Liu 17 0 0 05 Sep 2024
Explainable Hierarchical Urban Representation Learning for Commuting Flow Prediction Mingfei Cai Y. Pang Y. Sekimoto AI4TS 35 0 0 27 Aug 2024
Large Language Models are Zero-Shot Next Location Predictors Ciro Beneduce Bruno Lepri Massimiliano Luca 33 7 0 31 May 2024
MOSS: A Large-scale Open Microscopic Traffic Simulation System Jun Zhang Wenxuan Ao Junbo Yan Can Rong Depeng Jin Wei Wu Yong Li 33 7 0 21 May 2024
ControlTraj: Controllable Trajectory Generation with Topology-Constrained Diffusion Model Yuanshao Zhu James J. Q. Yu Xiangyu Zhao Qidong Liu Yongchao Ye Wei Chen Zijian Zhang Xuetao Wei Yuxuan Liang 37 21 0 23 Apr 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Yuxuan Liang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 63 22 0 21 Mar 2024
TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow Attention for Commuting Flow Prediction Yan Luo Zhuoyue Wan Yuzhong Chen Gengchen Mai K. F. Chung Kent Larson 16 3 0 23 Feb 2024
MobilityDL: A Review of Deep Learning From Trajectory Data Anita Graser Anahid N. Jalali Jasmin Lampert Axel Weissenfeld Krzysztof Janowicz 22 7 0 01 Feb 2024
Enhancing Global Maritime Traffic Network Forecasting with Gravity-Inspired Deep Learning Models Ruixin Song Gabriel Spadon Ronald Pelot Stan Matwin Amílcar Soares 19 4 0 23 Jan 2024
A Deep Learning Representation of Spatial Interaction Model for Resilient Spatial Planning of Community Business Clusters Haiyan Hao Yan Wang GNN 10 0 0 09 Jan 2024
CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches Jinmeng Rao Song Gao Sijia Zhu 29 19 0 20 Sep 2023
Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion Zhilun Zhou Jingtao Ding Yu Liu Depeng Jin Yong Li DiffM AI4CE 37 22 0 19 Sep 2023
FairMobi-Net: A Fairness-aware Deep Learning Model for Urban Mobility Flow Generation Zhewei Liu Lipai Huang Chao Fan Ali Mostafavi HAI 11 2 0 20 Jul 2023
Human-AI Coevolution D. Pedreschi Luca Pappalardo Emanuele Ferragina R. Baeza-Yates Albert-László Barabási ... P. Lukowicz A. Passarella Alex Pentland John Shawe-Taylor Alessandro Vespignani 36 14 0 23 Jun 2023
Complexity-aware Large Scale Origin-Destination Network Generation via Diffusion Model Can Rong Jingtao Ding Zhicheng Liu Yong Li DiffM 11 8 0 08 Jun 2023
Origin-Destination Network Generation via Gravity-Guided GAN Can Rong Huandong Wang Yong Li 14 5 0 06 Jun 2023
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence Gengchen Mai Weiming Huang Jin Sun Suhang Song Deepak Mishra ... Yingjie Hu Chris Cundy Ziyuan Li Rui Zhu Ni Lao AI4CE 32 122 0 13 Apr 2023
Deep trip generation with graph neural networks for bike sharing system expansion Yuebing Liang Fangyi Ding Guan Huang Zhan Zhao AI4TS 29 15 0 20 Mar 2023
Cross-Mode Knowledge Adaptation for Bike Sharing Demand Prediction using Domain-Adversarial Graph Neural Networks Yuebing Liang Guan Huang Zhan Zhao OOD 24 15 0 16 Nov 2022
A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewards Zhan Zhao Yuebing Liang 11 34 0 18 Jun 2022
Human Mobility Prediction with Causal and Spatial-constrained Multi-task Network Zongyuan Huang S. Xu Menghan Wang Hans-Georg Wu Yanyan Xu Yaohui Jin HAI 11 14 0 12 Jun 2022
Enhancing crowd flow prediction in various spatial and temporal granularities Marco Cardia Massimiliano Luca Luca Pappalardo DiffM 11 8 0 12 Mar 2022
Generating Synthetic Mobility Networks with Generative Adversarial Networks G. Mauro Massimiliano Luca Antonio Longa Bruno Lepri Luca Pappalardo GAN 18 23 0 22 Feb 2022
Predicting the impact of urban change in pedestrian and road safety Cristina Bustos Daniel Rhoads Àgata Lapedriza Javier Borge-Holthoefer Albert Solé-Ribalta HAI 13 0 0 03 Feb 2022
A Survey on Deep Learning for Human Mobility Massimiliano Luca Gianni Barlacchi Bruno Lepri Luca Pappalardo HAI 10 207 0 04 Dec 2020
Unsupervised embedding of trajectories captures the latent structure of scientific migration Dakota Murray Jisung Yoon Sadamori Kojaku Rodrigo Costas Woo-Sung Jung Stavsa Milojević Y. Ahn 14 8 0 04 Dec 2020