001 Parallel Voxel Graph-Adaptive transformer-based feature space clustering for geospatial point cloud classification and segmentation Semantic Scholar Paper Husnain Mushtaq, Xiaoheng Deng et al. Oct 1 002 Comprehensive modelling of coastal landuse and land cover (LULC) dynamics and future changes using random forest, GEE, and MLP–Markov chain integration: a geo-computational approach Semantic Scholar Paper P. S. F. Sahala, S. Kaliraj et al. Jul 17 003 DM-KG: A Novel Method for Boosting Spatial Cognition of Vision-Language Models in Street View Imagery arXiv Paper Xinyue Xu, Zheng Zhang et al. Jul 14 004 Integrating citizen science and spatial machine learning for mapping recreational cultural ecosystem services in rural regions. Semantic Scholar Paper M. Sokolova, Fabrizio Pedes et al. Jul 14 005 Multiscale anthropogenic feature detection in the Argentinian Andes: satellite machine learning, UAV, and pedestrian survey Semantic Scholar Paper Manuel J. H. Peters, Amina Jambajantsan et al. Jul 13 006 The Emerging Paradigm of Geospatial Foundation Models: From Pre-Training to Agentic Reasoning arXiv Paper Shelley Cazares Jul 13 007 Application of spatio-temporal clustering algorithm based on big data in the analysis of tourists' behavior in the palace museum: a case study of Ctrip and TripAdvisor reviews Semantic Scholar Paper Kun Yang Jul 10 008 Construction and inference algorithm of East Asian regional knowledge graph based on large-scale text and structural data Semantic Scholar Paper Muran Chi Jul 10 009 Dynamic urban land surface monitoring in developing countries using remote sensing and machine learning: real-time investigational approach Semantic Scholar Paper Abdullah Ayub Khan, Asif Ali Laghari et al. Jul 10 010 Predicting Viticulture Potential through an Ensemble of U-Net and a Geospatial Foundation Model arXiv Paper Jorge Ignacio Perez, Hwaai Kang Kee et al. Jul 9 011 A harmonised dataset for Earth system foundation models arXiv Paper Carlos Rodriguez-Pardo, Massimo Tavoni Jul 3 012 UnderOneFacade: Worldwide Facade Semantic Segmentation Benchmark Dataset arXiv Paper Yi Wang, Fan Wang et al. Jul 2 013 pykci: A Compact Urban Knowledge Graph for Semantic and Spatial Queries using LLMs arXiv Paper Huynh Duc An Son Nguyen, Lukas Arzoumanidis et al. Jul 2 014 A multi-scale coarse-to-fine alignment network for road segmentation in high-resolution remote sensing imagery Semantic Scholar Paper Guofa Wang, H. Huo et al. Jul 1 015 Expert system for spatial planning and permit based on agentic AI with RAG-LLM and Web-GIS: A case study of Special Capital of Jakarta Semantic Scholar Paper Khairul Amri, Hetty Rohayani Jul 1 016 Machine learning-based geographical ancestry inference model for the Han Chinese population. Semantic Scholar Paper Shuaiqi Wang, Chunnain Wang et al. Jul 1 017 Benchmarking Geospatial Foundation Models for Agriculture Applications arXiv Paper Zhuocheng Shang, Sanmay Das et al. Jun 29 018 GenWorld: Empirically Grounded Urban Simulation Infrastructure for Scalable LLM-Agent Studies arXiv Paper Gen Li, Jieyuan Lan et al. Jun 26 019 Predicting county-level diagnosed diabetes prevalence in the United States using explainable gradient boosting and geographic interpretation Semantic Scholar Paper Y. Yahaya, S. Khan et al. Jun 26 020 Intra-African Geographic Domain Shift in Wildlife Camera Trap Species Classification: A Comparative Study of Supervised and Zero-Shot Foundation Models OpenAlex Paper Nanda Nanduri, Jesutomiwo Ogundare et al. Jun 25 021 A deep-learning-based framework for assessing micro-space governance quality using street-view imagery: a case study of the main urban area of Sanyuan County Semantic Scholar Paper Yanyan Peng, S. Jiao et al. Jun 23 022 Automated Quality Assessment of Geospatial Vector Data: A GeoAI Approach using Spatial Representation Learning arXiv Paper Hao Li, Chen Chu et al. Jun 23 023 Geometry-Informed Maritime Anomaly Detection Using Probabilistic Roadmaps arXiv Paper G. Oliva, A. Tomei et al. Jun 23 024 Improving FAIRness of Geospatial data using Large Language Models. Semantic Scholar Paper B. Kavhu, Ville Mäkinen et al. Jun 23 025 GeoFidelity-Bench: Evaluating Segment-Level Geographic Fidelity in Text-to-Image Street-View Generation arXiv Paper Kaizhen Tan, Han Hong et al. Jun 22 026 Integration of machine learning and geospatial technologies for predicting forest cover change and carbon stock under Ethiopian Green Legacy Initiative Semantic Scholar Paper Gedefa Adugna Tamene, Mitiku Badasa Moisa et al. Jun 22 027 MapReason-OSM: Can Vision-Language Models Make Graph-Verifiable Mobility Decisions from Street Maps ? arXiv Paper Srinivas Venkatanarayanan, Clement Isaac Jun 21 028 Multi-Modal Contrastive Learning for Implicit Earth Embeddings via Location Tying arXiv Paper Jonathan Hecht, Lukas Arzoumanidis et al. Jun 18 029 Towards Graph-Based Deep Learning for Map Generalization: Insights from Building Footprints Simplification and Aggregation arXiv Paper Yanning Wang, Zhiyong Zhou et al. Jun 18 030 Geospatial and machine learning approaches for malaria risk mapping in flood-prone districts: Implications for public health decision-making. Semantic Scholar Paper Yahya Khan, U. Nisar et al. Jun 16 031 Examining weekday-weekend variations in factors affecting pedestrian crashes: A geospatial explainable machine learning framework. Semantic Scholar Paper Zehao Wang, Wei Fan Jun 15 032 Multimodal and Multiscale Spatial-Temporal Semantic Search and Recommendation with AI Foundation Models arXiv Paper Yuanyuan Tian, Wenwen Li et al. Jun 15 033 Assessing disaster resilience in mountain villages using an improved DPSIR-A framework and multi-model machine learning. Semantic Scholar Paper Liu-qing Yan, Li Zhang et al. Jun 13 034 Bridging Geographic Bias in Urban Streetscape Inference via Lifelong Learning with Visual-Semantic Pivoting arXiv Paper Xinze Zhang Jun 13 035 "There Were Too Many to Check, So I Just Added One": Using an LLM-Powered Agent to Reduce Redundant Reports in Crowdsourced Reporting Semantic Scholar Paper Yen-Chun Lin, Pei-Hua Tsai et al. Jun 12 036 GeoNatureAgent Benchmark: Benchmarking LLM Agents for Environmental Geospatial Analysis Across Frontier and Open-Weight Foundation Models arXiv Paper Gabriel Díaz-Ireland, D. Prieto-Herráez et al. Jun 11 037 Structured knowledge representation of the South China Sea: An LLM-based knowledge graph approach Semantic Scholar Paper Ruinan Zhao, Zhifan Han et al. Jun 11 038 When Plausible Is Not Realistic: Evaluating Human Mobility in LLM-Based Urban Simulation arXiv Paper Gustavo H. Santos, A. Viana et al. Jun 11 039 Artificial intelligence shines a light on hidden global migration flows Semantic Scholar Paper Francisco Lara-García, V. C. Tran Jun 10 040 Emerging Flexible Designs for Geospatial Multimodal Foundation Models arXiv Paper Philipe Ambrozio Dias, Waqwoya Abebe et al. Jun 10 041 Assessing the impacts of urbanization and climate variability on cropland dynamics and food security in Punjab, Pakistan (2000–2025): a multi-scale remote sensing and machine learning approach Semantic Scholar Paper Adnan Abbas Shah Jun 9 042 Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks arXiv Paper Miaoxin Cai, Guanqun Wang et al. Jun 9 043 Geometric Coastline Localization using Vision-Language Models arXiv Paper Rafia Malik, Bernhard Pfahringer et al. Jun 9 044 DestiRec: User Interaction with a Travel Destination Recommender System Semantic Scholar Paper Wolfgang Wörndl, C. Sarica Jun 7 045 GIScholarBench: Benchmarking LLM Overconfidence in GIS Research arXiv Paper Zongrng Li, Mingzheng Yang et al. Jun 6 046 Textual Supervision Enhances Geospatial Representations in Vision-Language Models arXiv Paper M. S. Locatelli, Fernando Tonucci et al. Jun 5 047 PlanBench-V: A Spatial Planning Map Benchmark for Vision-Language Models arXiv Paper Minxin Chen, He Zhu et al. Jun 4 048 The Geography of Algorithmic Judgment: LLM Intermediaries, Place Identity, and Racial Steering in Housing Search arXiv Paper H. Samad, Trung Lam et al. Jun 4 049 CIPER: A Unified Framework for Cross-view Image-retrieval and Pose-estimation arXiv Paper Yurim Jeon, Dongseong Seo et al. Jun 3 050 Deep Activity Model: A Generative Deep Learning Approach for Human Mobility Pattern Synthesis Semantic Scholar Paper Xishun Liao, Qinhua Jiang et al. Jun 1 051 Enhancing the Socioeconomic Understanding of Foundation Models with Urban Mobility arXiv Paper Baoshen Guo, Donghan Li et al. Jun 1 052 Enhancing the cloud burst prediction over mountainous terrains of northwestern Himalaya of India: a deep learning approach Semantic Scholar Paper Hemant Kumar, D. Trivedi et al. Jun 1 053 Exploring Spatial Stratified Heterogeneity Patterns in Spatial Data: Balancing Heterogeneity With Stratification Complexity Semantic Scholar Paper Hexiang Bai, Zilong Yang et al. Jun 1 054 Flood vulnerability identification and prediction using Random Forest Classifier in Chiang Mai, Thailand Semantic Scholar Paper S. Sitthikankun, Sattaya Manokeaw et al. Jun 1 055 GeoDrive-Bench: Benchmarking Region-Specific Multimodal Reasoning in Autonomous Driving arXiv Paper Yingzi Ma, Chaowei Xiao et al. Jun 1 056 Integrating linguistic distribution assessment into the graph model with application to the conflicts on contemporary urban renewal Semantic Scholar Paper Fengxia Zhang, Zhimin Zhang et al. Jun 1 057 MiniGeoSolver: Enhancing small language models for autonomous geospatial tool sequences generation through progressive strategy Semantic Scholar Paper Jingxuan Li, Yifan Zhang et al. Jun 1 058 Mixed reality visualization of geospatial data through BIM model integration Semantic Scholar Paper Sofía Calvar, J. Balado et al. Jun 1 059 SemanticSeg4EO: An open-source unified framework and QGIS plugin for semantic segmentation in Earth Observation Semantic Scholar Paper Adrien Le Guillou Jun 1 060 Spatial Representation Learning Beyond Pixels: Unifying Raster Data and Vector Semantics for Human-Centric Geospatial Foundation Models arXiv Paper Steffen Knoblauch, Hao Li et al. Jun 1