GIScience in the Era of Artificial Intelligence: A Research Agenda Towards Autonomous GIS
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Abstract (arXiv)
The advent of generative AI exemplified by large language models (LLMs) opens new ways to represent and compute geographic information and transcends the process of geographic knowledge production, driving geographic information systems (GIS) towards autonomous GIS. Leveraging LLMs as the decision core, autonomous GIS can independently generate and execute geoprocessing workflows to perform spatial analysis. In this vision paper, we further elaborate on the concept of autonomous GIS and present a conceptual framework that defines its five autonomous goals, five autonomous levels, five core functions, and three operational scales. We demonstrate how autonomous GIS could perform geospatial data retrieval, spatial analysis, and map making with four proof-of-concept GIS agents. We conclude by identifying critical challenges and future research directions, including fine-tuning and self-growing decision-cores, autonomous modeling, and examining the societal and practical implications of autonomous GIS. By establishing the groundwork for a paradigm shift in GIScience, this paper envisions a future where GIS moves beyond traditional workflows to autonomously reason, derive, innovate, and advance geospatial solutions to pressing global challenges. Meanwhile, as we design and deploy increasingly intelligent geospatial systems, we carry a responsibility to ensure they are developed in socially responsible ways, serve the public good, and support the continued value of human geographic insight in an AI-augmented future.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 22 of its 100 references that are in the map. First posted on arXiv 31 Mar 2025.
Builds on
22 of 100 references.
References · 22
- 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,084
- 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,160
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
- 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,002
- 2020Learning under Concept Drift: A Reviewcited by 470
- 2023SpectralGPT: Spectral Remote Sensing Foundation Modelcited by 250
- 2024Data Interpreter: An LLM Agent For Data Sciencecited by 222
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2023Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Modelscited by 144
- 2025Lifelong Learning of Large Language Model based Agents: A Roadmapcited by 78
- 2024AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitionscited by 70
- 2023Penetrative AI: Making LLMs Comprehend the Physical Worldcited by 64
10 more
- 2024Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideascited by 52
- 2024GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilotscited by 27
- 2024General Geospatial Inference with a Population Dynamics Foundation Modelcited by 15
- 2023Philosophical Foundations of GeoAI: Exploring Sustainability, Diversity, and Bias in GeoAI and Spatial Data Sciencecited by 11
- 2024GeoCode-GPT: A Large Language Model for Geospatial Code Generation Taskscited by 11
- 2024Levels of AI Agents: from Rules to Large Language Modelscited by 6
- 2025PEACE: Empowering Geologic Map Holistic Understanding with MLLMscited by 6
- 2019Probabilistic Forecasting using Deep Generative Modelscited by 5
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- 2019Cloud ArcGIS Online as an innovative tool for developing geoinformation competence with future geography teacherscited by 1
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Citing papers per year: 2025: 5; 2026: 8.
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- 2025GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generationcited by 9
- 2025Generative AI for Autonomous Driving: Frontiers and Opportunitiescited by 7
- 2025Whose Truth? Pluralistic Geo-Alignment for (Agentic) AIcited by 6
- 2025From Questions to Queries: An AI-powered Multi-Agent Framework for Spatial Text-to-SQLcited by 2
- 2026A Dual-Helix Governance Approach Towards Reliable Agentic Artificial Intelligence for WebGIS Developmentcited by 1
- 2026Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language modelscited by 1
- 2026Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagerycited by 1
- 2025"Does the cafe entrance look accessible? Where is the door?" Towards Geospatial AI Agents for Visual Inquiriescited by 0
- 2026GISclaw: A Comprehensive Open-Source LLM Agent System for Realistic Multi-Step Geospatial Analysiscited by 0
- 2026Exploring Geographic Relative Space in Large Language Models through Activation Patchingcited by 0
- 2026LMM Modality Transfer: A Pre-requisite for Autonomous GIS Agentscited by 0
- 2026RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensingcited by 0
- 2026Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAI14 Sep 2026
- 2026RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensing1 Sep 2026
- 2026LMM Modality Transfer: A Pre-requisite for Autonomous GIS Agents7 Aug 2026
- 2026Exploring Geographic Relative Space in Large Language Models through Activation Patching14 May 2026
- 2026Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagery3 Apr 2026
- 2026GISclaw: A Comprehensive Open-Source LLM Agent System for Realistic Multi-Step Geospatial Analysis27 Mar 2026
- 2026Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language models21 Mar 2026
- 2026A Dual-Helix Governance Approach Towards Reliable Agentic Artificial Intelligence for WebGIS Development4 Mar 2026
- 2025From Questions to Queries: An AI-powered Multi-Agent Framework for Spatial Text-to-SQL23 Oct 2025
- 2025GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation7 Sep 2025
- 2025"Does the cafe entrance look accessible? Where is the door?" Towards Geospatial AI Agents for Visual Inquiries21 Aug 2025
- 2025Whose Truth? Pluralistic Geo-Alignment for (Agentic) AI7 Aug 2025
1 more
- 2025From Questions to Queries: An AI-powered Multi-Agent Framework for Spatial Text-to-SQLcited by 2
- 2026A Dual-Helix Governance Approach Towards Reliable Agentic Artificial Intelligence for WebGIS Developmentcited by 1
- 2026Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language modelscited by 1
- 2026GISclaw: A Comprehensive Open-Source LLM Agent System for Realistic Multi-Step Geospatial Analysiscited by 0
- 2026LMM Modality Transfer: A Pre-requisite for Autonomous GIS Agentscited by 0
- 2026Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAIcited by 0
- 2026Toward Governance-Aware Autonomous GIS: A Narrative Review of Ethical and Privacy Risks in LLM-Enabled GeoAI14 Sep 2026
- 2026LMM Modality Transfer: A Pre-requisite for Autonomous GIS Agents7 Aug 2026
- 2026GISclaw: A Comprehensive Open-Source LLM Agent System for Realistic Multi-Step Geospatial Analysis27 Mar 2026
- 2026Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language models21 Mar 2026
- 2026A Dual-Helix Governance Approach Towards Reliable Agentic Artificial Intelligence for WebGIS Development4 Mar 2026
- 2025From Questions to Queries: An AI-powered Multi-Agent Framework for Spatial Text-to-SQL23 Oct 2025
- 2025GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generationcited by 9
- 2025Whose Truth? Pluralistic Geo-Alignment for (Agentic) AIcited by 6
- 2026Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagerycited by 1
- 2025"Does the cafe entrance look accessible? Where is the door?" Towards Geospatial AI Agents for Visual Inquiriescited by 0
- 2026Exploring Geographic Relative Space in Large Language Models through Activation Patchingcited by 0
- 2026RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensingcited by 0
- 2026RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensing1 Sep 2026
- 2026Exploring Geographic Relative Space in Large Language Models through Activation Patching14 May 2026
- 2026Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagery3 Apr 2026
- 2025GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation7 Sep 2025
- 2025"Does the cafe entrance look accessible? Where is the door?" Towards Geospatial AI Agents for Visual Inquiries21 Aug 2025
- 2025Whose Truth? Pluralistic Geo-Alignment for (Agentic) AI7 Aug 2025