Samrin Sauda, Penn State: Improving Compound Coastal Flood Forecasting with Deep Learning Along the Southeast U.S. Coast
Kendall Phillips, University Of Maine: Comparison of PFAS Contamination Across Drinking Water Wells in Maine Using a Knowledge Graph Approach
Madhukar Kuchavaram, Univ. of Florida: Spatiotemporal Forecasting for Proactive Vector Control: Weather-Lagged Prediction Models for Mosquito Surveillance in Corpus Christi, Texas
Yuán Niú, Texas A&M Univ.: A Spatial Decision-Support Tool to Enhance Participatory Planning for Urban Heat Resilience
Muhammad Khattak, Auburn University: SMARTS: A Synchronous Multi-Agent Reinforcement Learning-driven Transit Scheduler via Graph Neural Networks and Proximal Policy Optimization
Emily Zhou, University of California Santa Barbara: Evaluating Methodological Structure and Analytical Outcome Divergence Across Machine Learning and Multi-Criteria Decision Analysis Approaches in Spatial Decision Support Research
Paul C. Dunn, Oregon State Univ.: Retrieval-Augmented 4D Visualization for a Digital Twin of the Ocean: Improving Multiscale Pattern–Process Analysis with Generative AI, Reinforcement Learning, and Heterogeneous I/O
Omada Friday Ojonugwa, Beihang Univ.: Multi-Sensor Fusion for Soil Moisture Estimation in West Africa using Ensemble Learning
Shirin Alsadat Mahmoudian, George Mason Univ.: Generative AI for Urban Infrastructure Auditing: A Micro-scale Evaluation of Multimodal Transit Environments
Isaac Quaye, Temple Univ.: Explainability of DL-based Gentrification Detection from Street View Imagery
Jiahua Chen, University of California, Santa Barbara: Making POI Uncertainty Legible: A Pipeline-Aware Error Framework and Audit Design for Urban Analytics
Zhongqi Zheng, University of California, Santa Barbara: Pixels to Paths: Spatially Informed Computer Vision for Road Network Topology Assessment
Hailey Richardson, Univ. of Alabama: Understanding the Impact of Spatial Relationship Definitions on Crime Clustering Analysis: Implications for Urban Crime Patterns and Policing Strategies
Youshuang Hu, Univ. of Connecticut: GIScience for Social Equity: Unpacking the Black Box of Spatial Inequality
Jon Nealon, SUNY Albany: Beyond the God's Eye View: The Hot Air Balloon Perspective in Geospatial Journalism
