The Geoinformation and Big Data Research (GIBD) Laboratory at Penn State, in collaboration with several research groups from different institutions, is organizing a series of sessions at the AAG 2026 Annual Meeting in San Francisco. These sessions span a wide range of topics, including geospatial AI, autonomous GIS, geospatial big data, and spatial computing with applications to human mobility, disaster management, transportation, and infectious diseases.
Human mobility, transportation, infectious diseases, and disaster management form the backbone of today’s interconnected society. In an era of globalization and rapid urbanization, understanding the dynamics of these systems has become critically important. These sessions aim to provide a platform for scholars and practitioners to share innovative research and foster interdisciplinary dialogue. We warmly welcome researchers to submit their work to one of our sessions and present it at the upcoming AAG Annual Conference to reach a broader audience.
Over the past decade, GIScience has been profoundly transformed by advances in deep learning and artificial intelligence (AI). More recently, the emergence of generative AI models across text, vision, audio, and multi-modal modalities (e.g., GPT-4o) has opened new frontiers for representing, analyzing, and generating geographic knowledge.
Autonomous GIS, powered by geospatial AI agents capable of reasoning, analysis, and decision-making, marks a paradigm shift—transforming GIS from a traditional analytical tool into an artificial geospatial analyst. These agents can autonomously perform complex spatial tasks such as data collection, analysis, modeling, visualization, and reporting. While this emerging paradigm promises greater efficiency and scalability, it also introduces critical challenges related to bias, ethics, accountability, and the evolving role of human expertise.
In the area of Autonomous GIS, we have also organized several important and engaging paper sessions and panel sessions. We warmly invite researchers to join these sessions, present their work, and participate in thoughtful discussions with fellow experts and attendees. For more information, please see the sessions listed below.
Pannel Sessions:
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience – Challenges and Opportunities: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24830
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience – Research Agenda Towards Autonomous GIS: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24842
Paper Sessions:
- Symposium on Spatial AI and Data Science: Big Data Computing for Geospatial Applications: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24822
- Symposium on Spatial AI and Data Science: Understanding Human–Environment Interaction Using Geospatial Big Data and GeoAI: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24820
- Symposium on Spatial AI and Data Science: Integrative Approaches to Understanding Human Mobility and Health Outcomes: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24821
- Symposium on Spatial AI and Data Science: Harnessing Geospatial Big Data for Infectious Diseases: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24813
- Symposium on Spatial AI and Data Science: Social Sensing and Big Data Computing for Disaster Management: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24812
- Symposium on Spatial AI and Data Science: Urban Sensing and Understanding via Geospatial Big Data and AI: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24833
- Symposium on Spatial AI and Data Science: Geospatial Big Data for Analyzing and Understanding Human Mobility Patterns: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24831
- Symposium on Spatial AI and Data Science: Geospatial Big Data and Transportation: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24832
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience: Standards, Platforms, and Infrastructure: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24846
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience: Autonomous AI Agents Development for Geospatial Tasks: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24845
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience: Society Impacts and Ethical Considerations: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24852
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience (3): Benchmarking, Fine-Tuning, and Evaluation: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24867
- GeoAI and Deep Learning Symposium: The Convergence of Generative AI and GIScience (2) – Domain Applications and Use Cases: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24866
- GeoAI and Deep Learning Symposium: AI for Earth Observation: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24695
- Uncertainties in Big Data Analytics in Disaster Research: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24726
- GISER Symposium: GIScience and Hazards I: https://aag-meetings.secure-platform.com/aag2026/solicitations/93/sessiongallery/24725