Keynote 1

Mobility data for pandemic response.

Keynote Chair: Aline Carneiro Viana (Inria)

• 
  Vittoria Colizza ↗

  Director of Research at INSERM, Faculty of Medicine, Sorbonne University, Paris.
  Wed, Oct 8 · 09:00–10:00
• The COVID-19 pandemic harshly tested decades of preparedness and scientific progress. Yet, its unprecedented nature catalyzed a major shift in the use of mobility data from mobile phones—from a traditional approach for mapping spatial disease transmission to an operational proxy for inferring social distancing and behavioral adaptation. Drawing on our experience during the pandemic response, this talk will explore how mobility data became essential for real-time assessment of intervention impact, monitoring of behavioral response, and informing public health decision-making—alongside its constraints and limitations.

Session 1: Mobile Data for Crisis and Emergency Management

Wed, Oct 8 · 10:30–12:15

Session Chair: Marco Fiore (IMDEA Networks Institute)

• Use of mobile phone data to measure behavioral response to SMS evacuation alerts.

  Authors: Erick Elejalde (L3S Research Center), Timur Naushirvanov (Central European University), Kyriaki Kalimeri (ISI Foundation), Elisa Omodei, Márton Karsai (Central European University), Loreto Bravo, Leo Ferres (Universidad del Desarrollo)

• Evaluating the Predictability of Disaster Evacuation Behavior using LLM Agents.

  Authors: DongHak Lee, Jiayi Weng, Vaidehi Raipat, Takahiro Yabe (New York University)

• Disruption and Adaptation of Social Connectedness at Third Places after Disaster Displacement.

  Authors: Vaidehi Raipat, Takahiro Yabe (New York University)

• Targeting mobile money cash transfers for emergency relief using Call Detail Records in the Democratic Republic of the Congo (DRC).

  Authors: Galina Veres, James Harrison, Sarah Allen (Flowminder Foundation), Marie Sophie Pocha (GiveDirectly), Véronique Lefebvre (Flowminder Foundation)

• On the utility of Digital Contact Tracing on empirical contact network.

  Authors: Chuan Li (Sorbonne Université, Paris, France.), Vincent Gauthier (SAMOVAR, Telecom SudParis, Institut Polytechnique de Paris, Palaiseau, France.), Miguel Nunez-del-Prado (Universidad Peruana de Ciencias Aplicadas, Lima, Peru.), Hugo Alatrista-Salas (De Vinci Higher Education, De Vinci Research Center, Paris, France.), Hassine Moungla (LIPADE, Université Paris Cité, Paris, France.)

• Changes in social contact time following digital SARS-CoV-2 post-exposure notification: A retrospective case-control study at a US university.

  Authors: Daniel Citron (NYU Grossman School of Medicine, USA), Po-Shen Loh (Carnegie Mellon University, USA), Shannon K Yee (Georgia Institute of Technology, USA), Anna Bershteyn (NYU Grossman School of Medicine)

• PRIMO-Scrap: towards automating the cartography of smartphone apps for mobility.

  Authors: Cyrille Kouma (ESIEE Paris), Fatemeh Salmani (Universite Gustave Eiffel), Daphné TUNCER (Ecole nationale des ponts et chaussees, Institut Polytechnique de Paris)

Poster Session 1: Wed, Oct 8 · 10:30–16:15

Room - Salle des Textiles

Session Chair: Abdelmounaim Bouroudi (Inria) & Wellington Viana lobato junior (Inria)

MC Main Conference DC Data-Challenge

• MC Identification and characterisation of traveller persona based on weekly urban mobility patterns

  Authors: Andrés Miguélez, Jerónimo Bueno-González, Oliva G. Cantú-Ros, Ricardo Herranz (Nommon Solutions and Technologies)

• MCModeling Base Station Metadata Geolocation

  Authors: Orlando Eduardo Martinez Durive (IMDEA Networks Institute & UC3M), Stefanos Bakirtzis (Cambridge University), Cezary Ziemlicki (Orange Research / SENSE), Marco Fiore (IMDEA Networks Institute)

• MCCross-City Travel Mode Identification from Sparse Mobile Phone Data with Transformer Adapters

  Authors: Junyuan Liu, Jiazhuang Feng, Tao Cheng (University College London)

• MCEstimating traffic flows from vehicle trajectories based on sparse mobile phone geolocation data

  Authors: Roos Teeuwen, Jorge Gil (Chalmers University of Technology)

• MCThe promise and pitfalls of mobile phone data for recreational fishing: Evaluating potential, biases, and representativeness

  Authors: Katarzyna Sila-Nowicka, Richard Beauchamp, Murray Ford (The University of Auckland), Ian Tuck, Bruce Hartill (Ministry of Primary Industries)

• MCModeling Mobility with Graph Neural Networks to Predict Neighbourhood Culture

  Authors: Thiago H Silva (Universidade Tecnologica Federal do Parana), Daniel Silver (University of Toronto)

• MCMapping Urban Mobility with Interest Networks: Cross-Platform and User Behavior Insights

  Authors: Gustavo Santos, Myriam Delgado, Thiago H. Silva (Universidade Tecnológica Federal do Paraná)

• MCEvaluating Deep Learning for Transport Mode Detection on Crowdsourced Smartphone GPS Data

  Authors: Paul Fermé, Abdellah El Hassani, Aurélie Pirayre, Guillaume Sabiron (IFP Energies nouvelles)

• MCEnhancing mobile network data with GPS and satellite imagery for accurate population detection

  Authors: Marta Alonso Tubía, Miguel Baena Botana (Nommon), An Vo Quang (IGN FI), Oliva García Cantú-Ros (Nommon), Ana Burgin, Antoine Masse (IGN FI)

• DCPersona-Aware Mobility Management: Detecting Sustained Demand, Speed, and Coverage Shifts

  Authors: Veena Mendiratta, Kavya H. Bhat (Northwestern University)

• DCIdentifying First/Last Mile Deserts in the Paris Region Using Mobile GPS Data

  Authors: Mohamed Nassar, Reem Hussin, Mohanned Abdelfatah, Noha Gamal (Nile University)

• DCSegmenting Human Mobility Behavior Under Internet Quality Pressure in Paris

  Authors: Reem Hussin, Mohamed Nassar, Mohanned Abdelfatah, Noha Gamal (Nile University)

• DCBehavioral Segmentation of Older Adult Mobility in Metropolitan Areas Based on a High-Resolution GPS Data: A Case Study of Île-de-France

  Authors: Islam Aref (Faculty of Computer and Informatics, Zagazig University,Egypt); Abdullah Allama (Faculty of Computers and Data Science, Alexandria University, Egypt); Ahmed Makboul, Abdallah Wael (Faculty of Computer Science, Helwan University, Egypt); Rghda Salah (Faculty of Engineering, Zewail City of Science and Technology, Giza, Egypt); Noha Gamal (School of Information Technology and Computer Science, Nile University, Giza, Egypt.)

• DCBeyond Averages: Inequalities in Mobility-Based PM2.5 Exposure in Greater Paris

  Authors: Egor Kotov (Max Planck Institute for Demographic Research; Universitat Pompeu Fabra); Daniela Perrotta, Tom Theile, Emilio Zagheni (Max Planck Institute for Demographic Research)

• DCDecoding Urban Interest: The Roles of Purpose, Transportation and Spatial Scale in City Mobility

  Authors: Gustavo H. Santos, Myriam Delgado (Universidade Tecnológica Federal do Paraná); Daniel Silver (University of Toronto); Thiago H. Silva (Universidade Tecnológica Federal do Paraná)

• DCUrban Real Accessibility Evaluation Based on GPS Data: Integration of Multiple Accessibility Indicators and Deep Learning

  Authors: Fu Jianyu, Jue Ma, Yoshihide Sekimoto (Center for Spatial information Science, The University of Tokyo)

• DCOptimizing ad-placement for socio-demographic segments using mobility data

  Authors: Santiago M. Barrón Buccolo, Tomás Díaz, Jeremías Figueiredo Paschmann, Juan Kaplan, Francisco Nattero, Mariano G. Beiró (Universidad de San Andrés)

• DCMeasuring Individual Exploration in Human Mobility: A Novel Metric Based on the Returner-Explorer Dichotomy

  Authors: Akihiro Fujihara (Chiba Institute of Technology)

• DCThe city as experienced: measuring differences in contextual heterogeneity through mobility trajectories

  Authors: Laura Silva (Ecole d'Economie de Paris); Antonio Desiderio (Technical University of Denmark); Franco Bonomi Bezzo (University of Milan); Nandini Iyer, Riccardo Di Clemente (Northeastern University of London)

• DCZero-Shot Transportation Mode Classification in Île-de-France: Generalizing the PromptRide-LLM Pipeline

  Authors: Amir Badawi, Ana-Maria Raimond, Arnaud Le-Guilcher (LASTIG, Univ Gustave Eiffel, IGN-ENSG); Karine Zeitouni (DAVID Lab, UVSQ – Université Paris-Saclay, Versailles, France)

• DCAn Optimization-Simulation Approach based Mobile Phone Data for a T-minutes city

  Authors: Serigne Gueye (Laboratoire Informatique d'Avignon (LIA), Avignon Université.); Cyrille.Genre-Grandpierre (UMR Espace, Avignon Université.)

• DCGendered mobility differences in the era of flexible work

  Authors: Mariana Macedo, Zsófia Zádor (Northeastern University London)

• DCGeneration of Realistic and Geolocated Agendas in a Digital Twin using GPS-based Mobility Dataset

  Authors: Maxime Colomb (INRIA-ASCII and LASTIG)

• DCDivided by design: how transport and amenities shape urban mobility and socioeconomic inequalities

  Authors: Timur Naushirvanov, Piero Birello, Martina Contisciani (Central European University)

• DCUnderstanding Urban Trips: Mode and Purpose Prediction Using GPS Traces and Socio-Demographic Features

  Authors: Aslıgül Aksan Erakın (Istanbul Technical University); Irem Betül Koçak (Bogazici University); Oğuz Yücel (Istanbul Technical University)

• DCRevisiting Algorithms for Activity Type Estimation from GPS Data in Diverse Built Environments

  Authors: Chenchen SUN, Carl D. Torbjörnsson, Yuya SHIBUYA (The University of Tokyo)

• DCImproving Activity Classification Using Highly Detailed Demographic Profiles

  Authors: Santiago Garcia-Gabilondo, Ketian Chen (The University of Tokyo); Ziyue Chen (Technical University of Munich); Jue Ma, Yoshihide Sekimoto (The University of Tokyo)

Session 2: Mobility, Economy, and Governance

Wed, Oct 8 · 14:00–15:45

Session Chair: Jussara Almeida (UFMG)

• Economic spillover effects of electric vehicle charging station placement on local businesses: a staggered adoption study.

  Authors: M. Mavin De Silva (Extreme Energy-Density Research Institute, Nagaoka University of Technology, ...), Callie Clark (...), Tadachika Nakayama (...), Takahiro Yabe (...)

• Understanding the Impacts of EV Charging Stations on Surrounding Businesses.

  Authors: Callie Clark, Anne Driscoll, Xiyuan Ren, Salsabil Salah, Joseph Chow, Takahiro Yabe (New York University)

• Causal inference in the city: Improving Urban Policy Evaluation Through Mobility-Aware Methods.

  Authors: Bijin Joseph, Hamish Gibbs (Northeastern University), Takahiro Yabe (NYU), Esteban Moro (Northeastern University)

• The Urban Impact of AI: Modeling Feedback Loops in Next-Venue Recommendation.

  Authors: Giovanni Mauro (Scuola Normale Superiore), Marco Minici (ICAR-CNR), Luca Pappalardo (ISTI-CNR)

• Mobile Phone Data Sheds Light on the Localized Activity Patterns of Informal Workers.

  Authors: Jishan Duan, Sukankana Chakraborty, Neave O'Clery (University College London)

• Revealing Hidden Parental Mobility Behaviors Through Large-scale GPS Data.

  Authors: Shusei Hayashi (Tohoku University), Takahiro Yabe (New York University), Naoya Fujiwara (Tohoku University)

• Measuring Bias in CDR Mobility Indicators Arising from Multiple SIM Ownership.

  Authors: Sveta Milusheva, Paul Blanchard, Oscar Eduardo Barriga Cabanillas (World Bank)

Session 3: Urban Dynamics, Mobile Apps and Platforms

Wed, Oct 8 · 16:15–18:00

Session Chair: Nadjib Achir (Inria)

• Maintaining Connectivity in Subterranean Emergency Response: A 5G and Wi-Fi Mesh Mobility Dataset.

  Authors: Nicolas Peugnet, Anne Fladenmuller (Sorbonne Université, CNRS, LIP6, Paris, France), Thi-Mai-Trang Nguyen (Sorbonne Université, CNRS, LIP6, Paris, France , Université Sorbonne Paris Nord, L2TI, Villetaneuse, France), Brigitte Kervella (Sorbonne Université, CNRS, LIP6, Paris, France , Université Picardie Jules Verne, UPJV, Amiens, France), Julien Thourot (Ingénieur en Chef de l'Armement (ICA), Brigade des sapeurs Pompiers de Paris (BSPP))

• The Anatomy of Olympic Games: a Mobile Traffic Demand Perspective.

  Authors: Máximo Pirri, Diego Madariaga (IMDEA Networks Institute), Zbigniew Smoreda (Orange Labs), Marco Fiore (IMDEA Networks Institute)

• Exploring urban event dynamics using mobile application measurements.

  Authors: Diego Madariaga (IMDEA Networks Institute), André Felipe Zanella (Telefónica Innovación Digital), Máximo Pirri (IMDEA Networks Institute), Zbigniew Smoreda (Orange Research), Marco Fiore (IMDEA Networks Institute)

• Unequal Journeys to Food Markets: Continental-Scale Evidence from Open Data in Africa.

  Authors: Robert Benassai-Dalmau (ISI Foundation), Vasiliki Voukelatou (WFP), Rossano Schifanella, Stefania Fiandrino, Daniela Paolotti, Kyriaki Kalimeri (ISI Foundation)

• An Urban Geography of Mobile Traffic Demands.

  Authors: Sachit Mishra (UC3M and IMDEA Networks Institute, Spain), Diego Madariaga (IMDEA Networks Institute, Spain), Cezary Ziemlicki (SENSE / Orange Innovation, France), Diala Naboulsi (École de Technologie Supérieure, Canada), Marco Fiore (IMDEA Networks Institute, Spain)

• Exploring the Digital Life of Urban Parks Through Mobile Traffic.

  Authors: Andre Felipe Zanella (Telefonica Innovacion Digital), Linus W. Dietz (King's College London), Sanja Šćepanović, Ke Zhou (Nokia Bell Labs), Zbigniew Smoreda (Orange Research), Daniele Quercia (Nokia Bell Labs)

• Spatial heterogeneity in human mobility responses to London’s ultra-low emission zone expansion.

  Authors: Yikang Wang, Chen Zhong (University College London)

Keynote 2

Collecting and sharing human data with meaningful privacy protection.

Keynote Chair: Pedro Velloso (CNAM)

• 
  Luc Rocher ↗

  Senior researcher at the University of Oxford.
  Thu, Oct 9 · 09:00–10:00
• Mobile phone data has revolutionised our understanding of human mobility, social networks, and urban dynamics. However, the privacy protections we rely on when working with call detail records, location traces, and behavioural data may be far weaker than commonly assumed. In this talk, Luc Rocher will examine vulnerabilities in anonymisation techniques applied to large-scale datasets and discuss how to best use sensitive data. The talk will address critical questions for the mobile phone data research community: What makes some individuals more vulnerable than others to privacy attacks? How can we balance usability and reproducibility with genuine data protection?

Session 4: Mobility and Urban Inequality

Thu, Oct 9 · 10:30–12:15

Session Chair: Anne Josiane Kouam (TU Berlin)

• The temporal dimension of experienced segregation in cities.

  Authors: Joshua Rosen, Brennan Klein, Erik Weis, Hamish Gibbs, Sarah Sanchez (Northeastern University), Taka Yabe (New York University), Daniel O'Brien, Esteban Moro (Northeastern University)

• Mobility behavior moderates residential partisan segregation in US metropolitan areas.

  Authors: Marco Tonin, Michele Tizzoni (University of Trento), Bruno Lepri (Fondazione Bruno Kessler), Esteban Moro (Northeastern University)

• Tracing Behavioural Changes of High Street Visitors in London Using Mobile Location Data.

  Authors: Xinglei Wang, Tao Cheng (SpaceTimeLab, Department of Civil, Environmental and Geomatic Engineering, University College London)

• When Proximity Falls Short: Inequalities in Commuting and Accessibility in Santiago, Chile.

  Authors: Cesar Marin Flores (Aalto University), Leo Ferres (Universidad del Desarrollo, ISI), Henrikki Tenkanen (Aalto University)

• Hybrid work has increased income segregation at third places in US cities.

  Authors: Xiaotong Xu (The Hong Kong Polytechnic University), Callie Clark (New York University), Wei Ma (The Hong Kong Polytechnic University), Takahiro Yabe (New York University)

• Beyond Distance: Mobility Neural Embeddings Reveal Visible and Invisible Barriers in Urban Space.

  Authors: Guangyuan Weng (Northeastern University), Minsuk Kim, Yong-Yeol Ahn (Indiana University), Esteban Moro (Northeastern University)

• Examining Temporal & Behavioral Bias in Mobility Data.

  Authors: Sarah A. Sanchez, Hamish Gibbs (Northeastern University), Takahiro Yabe (New York University), Daniel T. O'Brien, Esteban Moro (Northeastern University)

Poster Session 2 — Thu, Oct 9 · 12:15–14:00

Room: Salle des Textiles

Session Chair: Abdelmounaim Bouroudi (Inria) & Wellington Viana lobato junior (Inria)

MC Main Conference DC Data-Challenge

• MCMobility patterns forecasting and anomaly detection

  Authors: Raquel Sánchez-Cauce, Oliva G. Cantú Ros, Ricardo Herranz (Nommon Solutions and Technologies)

• MCThe (un)predictability of the earthquake-induced mobility

  Authors: Stijn van Hannen, Bilgeçağ Aydoğdu (Utrecht University), Semiha Nur Yağcıklı, Subhi Güneş (Turkcell Technology), Albert Ali Salah (Utrecht University)

• MCModeling Urban Air Quality Using Taxis as Sensors

  Authors: Anastasios Noulas (The Alan Turing Institute), Yasin Acikmese (Firefly), Charles QC LI, Milan Y. Patel (University of California, Berkeley), Shazia’Ayn Babul (University of Oxford), Ronald C. Cohen (University of California, Berkeley), Renaud Lambiotte (University of Oxford), Marta C. González (University of California, Berkeley)

• MCMixture models uncover polycentric urban structure from GPS mobility data

  Authors: Andrew Renninger (Centre for Advanced Spatial Analysis, University College London), Egor Kotov (Laboratory of Migration and Mobility, Max Planck Institute for Demographic Research), Carmen Cabrera (Geographic Data Science Lab, Liverpool University)

• MCActivity Space Segregation Through the Lens of Income Outliers in London

  Authors: Olena Holubowska, Anirudh Govind (Division of Geography and Tourism, Department of Earth and Environmental Sciences, KU Leuven, Belgium), Andrew Renninger (Centre for Advance Spatial Analysis, University College London, UK)

• MCMeasuring and mapping patterns of space utilization for characterizing human mobility in epidemiological contexts using a novel digital data set

  Authors: Daniel Citron (NYU Grossman School of Medicine, NY, NY, USA), Shankar Iyer (Meta, Inc., Menlo Park, CA, USA), Daniel J Weiss (Telethon Kids Institute, Nedlands, WA, Australia), Robert C Reiner, David L Smith (U. of Washington, Institute of Health Metrics and Evaluation, Seattle, WA, USA)

• MCDecomposing International Migration Flows with Mobile Trace Data: Trends, Seasonality, and Shocks

  Authors: Wenlan Zhang, Douglas Leasure (University of Oxford)

• MCHow People Navigate in Crowds Indoors: Evidence from Trajectories in UCL PEARL

  Authors: Guangsheng Dong, Younan Huang, Hanzhen Fang, Xianghui Zhang (SpaceTimeLab for Big Data Analytics, Department of Civil, Environmental and Geomatic Engineering, University College London, London, UK), Beky Stoddart (Person Environment Activity Research Laboratory, University College London, London, UK), Jessica In (The Bartlett School of Architecture, University College London, London, UK), George Profenza (Opificio, London, UK), Steve Mayo, Ralph Stokeld, Barbara Pizzileo, Shane Gill, Matthew Vile, Ben Paveley (Person Environment Activity Research Laboratory, University College London, London, UK), Isabelle Sjovall (Research institutes of Sweden, Sweden), Uemee Jung, Juliette Dupertuys, Emre Yavuz (Institute of Behavioural Neuroscience, Department of Experimental Psychology, Division of Psychology and Language Sciences, UCL, London, UK), Sam McElhinney (University for the Creative Arts, Canterbury, UK), Paul Webster (Ubisense Limited, Cambridge, UK), Stephen Law (Department of Geography, University College London, London, UK), Antonia Hamilton (Institute of Cognitive Neuroscience, University College London, London, UK), Nick Tyler (Person Environment Activity Research Laboratory, University College London, London, UK), Stephen Gage, Sean Hanna (The Bartlett School of Architecture, University College London, London, UK), Hugo Spiers (Institute of Behavioural Neuroscience, University College London, London, UK), Fiona Zisch (The Bartlett School of Architecture, University College London, London, UK), Tao Cheng* (SpaceTimeLab for Big Data Analytics, Department of Civil, Environmental and Geomatic Engineering, University College London, London, UK)

• MCSpatial Modeling of NOx Emissions from Vessel Trajectories Using AIS Data

  Authors: Jizhou Tang, Xiaowei Gao (Imperial College London), Xianghui Zhang (University of Liverpool), Tao Cheng (University College London)

• MCRobustness of Stop Detection in Sparse Location Datasets

  Authors: Francisco Jose Barreras, Thomas H. Li (University of Pennsylvania)

• DCMULTI-MODAL MOBILITY FOR GENERATING ELECTRICITY: WALKING AS CASE-STUDY

  Authors: Hossamaldeen Elghazaly, Yasmin Radwan (School of Information Technology and Computer Science (ITCS), Nile University, Giza, Egypt); Yahya Zakaria (Faculty of Computers and Data Science, Alexandria University, Alexandria, Egypt); Nadine Tamish (Faculty of Engineering, Alexandria University, Alexandria, Egypt); Nada Saleh (Faculty of Computers and Information, Tanta University, Gharbia, Egypt); Mohamed H. Abdellatif (Faculty of Systems and Biomedical Engineering , Cairo University, Giza, Egypt); NOHA GAMALELDIN (School of Information Technology and Computer Science (ITCS), Center for Informatics Science (CIS), Nile University, Giza, Egypt)

• DCBeyond Willpower: Structural Constraints and Inequality in Mobility-Related CO₂ Emissions

  Authors: Yuxi Zhang (The University of Tokyo); Kanata Takahashi (Hitotsubashi University); Sijian Tian (The University of Tokyo); Hibiki Sumioku (Nagoya University); Yuya SHIBUYA (The University of Tokyo)

• DCHigher-order Network Analysis of Human Mobility Data

  Authors: Chen Zhang, Estéban Nocet-Binois, Timothy LaRock, Jürgen Hackl (Princeton University)

• DCHow Daily Mobility Practices Reshape Greenspace Exposure Inequalities: Individual-level GPS Tracking Evidence from Greater Paris

  Authors: Hong Deng, Shitian Zhang, Hezhishi Jiang, Miao Zeng (University College London)

• DCGraphing the Jam: GNSS-Powered Modeling and Forecasting of Urban Traffic Congestion

  Authors: Ahmed Mohamed Zaki (Alexandria University); Nasrah Hussein Maragaa, Youssef Othman Mohamed (Zewail City of Science and Technology); Fady Desoky S. Abdelaziz (Sadat Academy for Management Sciences); Dina Omar Mohamed (Minia University); Noha Gamal Eldin Saad (Nile University)

• DCOptimizing Store Location Based on Urban Accessibility, Travel Behavior, and Customer Experience Insights

  Authors: Rghda Salah (Faculty of Engineering, Zewail City of Science and Technology, Giza, Egypt); Alaa Atef (Faculty of Computers and Data Science, Alexandria University, Egypt); Noha Gamal (School of Information Technology and Computer Science, Nile University, Giza, Egypt.)

• DCWhen Movement Reveals Poverty: Spatial Mobility as a Marker of Socioeconomic Exclusion

  Authors: Rghda Salah (Faculty of Engineering, Zewail City of Science and Technology, Giza, Egypt); Abdullah Allama (Faculty of Computers and Data Science, Alexandria University, Egypt); Islam Aref (Faculty of Computer and Informatics, Zagazig University, Egypt); Ahmed Makboul, Abdallah Wael (Faculty of Computer Science, Helwan University, Egypt); Noha Gamal (School of Information Technology and Computer Science, Nile University, Giza, Egypt)

• DCEvaluating Socio-spatial Inequalities in Paris’s 15-Minute City Model Using Individual Mobility Data

  Authors: Bowen Zhang, Zhengzi Zhou, Yikang Wang, Chen Zhong (UCL)

• DCParis as a 15-Minute City: An Advanced Explainable AI Perspective

  Authors: Csaba István Sidló, András József Molnár, Rita Rónai, Domonkos Rózsay (HUN-REN SZTAKI)

• DCThe privacy bounds of fine-grained human mobility

  Authors: Sachit Mishra, Abhishek Kumar Mishra (Inria, Lyon)

• DCDiscovering Functional Urban Zones via Heterogeneous Graph Convolution on High-Resolution Mobility Data

  Authors: Chuan LI (Sorbonne University / Université Paris Cité / Institut Polytechnique de Paris); Vincent GAUTHIER (SAMOVAR, Telecom SudParis, Institut Polytechnique de Paris); Hassine MOUNGLA (LIPADE, Université Paris Cité / SAMOVAR, Telecom SudParis, Institut Polytechnique de Paris); Zhaobo HU (SAMOVAR, Telecom SudParis, Institut Polytechnique de Paris)

• DCGendered Mobility Patterns in Île-de-France: Insights from High-Resolution GNSS Traces

  Authors: Daniela Perrotta, Egor Kotov, Tom Theile, Emilio Zagheni (Max Planck Institute for Demographic Research)

Session 5: Urban Accessibility and Transportation

Thu, Oct 9 · 14:00–15:45

Session Chair: Wellington Viana (Inria)

• Towards Assessing Accessibility Resulting from Integrating Demand-Responsive and Conventional Public Transportation with Travel Time Uncertainty.

  Authors: OURAHOU Mohamed, ARALDO Andrea (Télécom SudParis, Institut Polytechnique de Paris), ZIGRAND Louis (PADAM Mobility), VIANA Aline Ccarneiro (INRIA)

• Beyond Proximity: Rethinking Urban Accessibility Through Human Mobility Patterns in United States.

  Authors: Saumitra Kulkarni (Network Science Institute, Northeastern University), Esteban Moro (Network Science Institute & Dept. of Physics, Northeastern University)

• Understanding Urban-Rural Disparities in Mobility Inefficiency for Colombia, Mexico, and India.

  Authors: Nandini Iyer (Northeastern University London), Massimiliano Luca (Fondazione Bruno Kessler), Riccardo Di Clemente (Northeastern University London)

• Potential route diversification in road networks.

  Authors: Giuliano Cornacchia (ISTI-CNR, Pisa), Luca Pappalardo (ISTI-CNR & Scuola Normale Superiore, Pisa), Mirco Nanni (ISTI-CNR, Pisa), Dino Pedreschi (University of Pisa, Pisa), Marta C. Gonzalez (Department of City and Regional Planning & Department of Civil and Environmental Engineering UC Berkeley)

• Urban semantic: understand dynamic land use through human mobility patterns.

  Authors: Nandini Iyer (Northeastern University London), Massimiliano Luca (Fondazione Bruno Kessler), Ollin Langle-Chimal, Marta C. González (University of California, Berkeley), Riccardo Di Clemente (Northeastern University London)

• Working behaviour and the spatial complexity of economic activity.

  Authors: Zsófia Zádor (Northeastern University London), Balázs Lengyel (ANETI Lab), Riccardo Di Clemente (Northeastern University London)

• Bias estimates for MPD-derived mobility statistics in low-and middle-income countries.

  Authors: Roland Hosner, Zachary Strain-Fajth, Veronique Lefebvre (Flowminder)

Session 6: Predictive Models and Trajectory Forecasting

Thu, Oct 9 · 16:15–18:00

Session Chair: Daphné Tuncer (École des Ponts, Institut Polytechnique de Paris)

• Predicting Vehicle Trajectories based on Latitude and Longitude Positioning Historical Data.

  Authors: Breno Krohling, Giovanni Comarela, Clayson Celes (Universidade Federal do Espírito Santo), Paulo F. Rettore (Fraunhofer FKIE), Vinícius F. S. Mota (Universidade Federal do Espírito Santo)

• Temporal Convolutional Network Forecasting of Tourism Demand Indicators Based on GPS Data: A Case Study in Japan.

  Authors: Ketian Chen, Jue Ma, Chenbo Zhao, Yoshihide Sekimoto (Center for Spatial Information Science, The University of Tokyo)

• Parameter-free robust stop-detection with HDBSCAN.

  Authors: Francisco Jose Barreras, Andres Mondragon (University of Pennsylvania)

• Tackling the Ambiguity of Stop Detection in Human Mobility Data: A Model-Agnostic Evaluation Framework.

  Authors: Kamil Smolak (Wrocław University of Environmental and Life Sciences), Katarzyna Sila-Nowicka (University of Auckland)

• TransGM: Transferable Gravity Models for Adaptive Urban Policy.

  Authors: Adham Enaya, Chen Zhong, Michael Batty (UCL CASA)

• Characterizing User Exposure in Mobility Data: Insights from Varying User Behavioral Profiles.

  Authors: Lucas G. S. Felix (Universidade Federal de Minas Gerais/INRIA), Anne Josiane Kouam, Aline Carneiro Viana, Nadjib Achir (INRIA), Jussara M. Almeida (Universidade Federal de Minas Gerais)

• Understanding collective and individual phenomena in urban mobility using mobile phone datasets.

  Authors: Alberto Amaduzzi, Filippo Dalla, Dragos Dumitru Ioan, Gregorio Berselli (Dipartimento di Fisica e Astronomia, Università di Bologna, Italy), Davide Micheli, Aldo Vannelli (TIM S.p.A., Roma, Italy), Armando Bazzani (Dipartimento di Fisica e Astronomia, Università di Bologna, Italy)

Session 7 (Data Challenge):

Fri, Oct 10 · 08:30–10:15

Session Chair: Razvan Stanica (INSA Lyon)

• Machine Learning-Based Netmob25 Mobility Model for Network Simulators.

  Authors: Raphael Cousin (SCAI, Sorbonne Université), Thi Mai Trang Nguyen (L2TI, Universite Sorbonne Paris Nord)

• Distributional Impacts of the Parisian Low Emission Zone.

  Authors: Franziska Zollner (EPFL)

• Protecting participants or population? Comparison of k-anonymous Origin–Destination matrices.

  Authors: Pietro Armenante, Kai Huang, Nikhil Jha, Luca Vassio (Politecnico di Torino)

• Day and Night in Paris: Vibrancy and Perceived Security Analysis from Mobility Data.

  Authors: Oğuz Yücel (Istanbul Technical University), İrem Betül Koçak (Boğaziçi University), Aslıgül Aksan Erakın (Istanbul Technical University)

• Who Breathes More Smog? Modeling Individual PM2.5 Exposure and Inequality with GPS Mobility Data.

  Authors: Fangyi Ding, Yamin Wang, Zhan Zhao (The University of Hong Kong)

• Summarizing Trajectories to Uncover Mobility Behaviors and Urban Contexts.

  Authors: Chiara Pugliese (Institute of Informatics and Telematics, IIT-CNR, Pisa), Giulio Loddi (IMT School for Advanced Studies Lucca), Francesco Lettich (Institute of Information Science and Technology, ISTI-CNR, Pisa), Fabio Pinelli (IMT School for Advanced Studies Lucca), Chiara Renso (Institute of Information Science and Technology, ISTI-CNR, Pisa)

• Impact of income-stratified mobility mixing and vaccination uptake on epidemic progression: a modeling approach on emerging pandemic flu.

  Authors: Lorenzo Lucchini, Simone Centellegher (Fondazione Bruno Kessler), Paolo Bosetti (Institute Pasteur)

• Mobility Under Pressure: Socioeconomic Inequities in Urban Travel Behavior During Urban Strikes.

  Authors: Saumitra Kulkarni, Bijin Joseph, Esteban Moro (Northeastern University)

Session 8 (Data Challenge):

Fri, Oct 10 · 10:45–12:15

Session Chair: Alexandre Chasse (IFPEN)

• On the Relationship between Space-Time Accessibility and Leisure Activity Participation.

  Authors: Yuan Liao (Chalmers University of Technology), Antonio Desiderio (Technical University of Denmark), Rafael H. M. Pereira (Institute for Applied Economic Research, Ipea – Brazil), Jorge Gil (Chalmers University of Technology), Silvia De Sojo Caso (Technical University of Denmark), Laura Alessandretti (Technical University of Denmark)

• Post-Disaster Route Reliability Assessment Using Drone-Aided Mobility Data from NetMob25.

  Authors: Mahmoud Erfan (Higher Technological Institute), Noha Gamal (Nile University)

• Persons with reduced mobility facing invisible obstacles: A contrastive analysis on mobility patterns and behaviours based on GNSS data.

  Authors: Colin Chaigneau, Arnaud Le Guilcher (Univ Gustave Eiffel, ENSG, IGN, LASTIG)

• A Simulation Study on Equitable Mobility During City Emergencies, Focusing on Vulnerable Groups.

  Authors: Youssef Mohammad Abd El Hameid (University of Science & Technology, Zewail City), Noha Gamal El Din (Nile University)

• Commuting Patterns Across Household Structures: An Empirical Analysis of Time and Mode Choices in Île-de-France.

  Authors: Xuechen Wang (Peking University)

• Integrating Temporal Context into User Profiling: A Preliminary Study Using Location Embeddings.

  Authors: Wenlan Zhang, Zhengzi Zhou, Andrew Renninger (University College London)

• On commuting duration and the daily travel time budget.

  Authors: Hao Guo, Junlong Zhang, Junjie Yang, Lei Dong (Peking University)