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
Sergii Skakun, Univ. of Maryland: ON THE INFERENCE FROM SATELLITE-BASED CLASSIFICATION MAPS FOR AREA ESTIMATION Luyu Liu, Auburn Univ.: Assessing the Potential and Bias of Generative Artificial Intelligence in Inferring Pedestrian Safety Perception Jielu Zhang, Harvard Univ.: SpatialCausal: a spatially-aware causal inference deep learning model for out-of-hospital cardiac arrest survival prediction Mehak Sachdeva, Florida State Univ.: Simulating the Precursor: Generative AI and Counterfactual Scenario Modeling of Partisan Mobility and Spatial Segregation (canceled)
Lightning Talks Xuebin Wei, James Madison Univ.: Building an AI Teaching Stack for GeoAI Education Peter Kedron, UC Santa Barbara: Spatial Reasoning and identification in Causal Inference Lei Song, Rutgers Univ.: Explainable AI Reveals How Precipitation Modulates Thermal Effects Across Vertebrates Elizabeth Newnam, Temple Univ.: Effects of NDVI Exposure on Cannabis Use Disorder Treatment
Full Research Presentations Somayeh Dodge, UC Santa Barbara: What Mobile Location Data Can Tell Us About Nature Exposure? Isaac Rand, Federal Reserve Bank of Philadelphia: Automated Digitization of the Censuses of Housing Block Statistics, 1940-1970
Ju He, Florida State Univ.: Estimating the Continuous Causal Effect of Spatial Distance on Outcomes Chen Zhang, Univ. of Connecticut: CASTED: Calibrated Anomaly-based Spatial-Temporal Event Detection Framework for Anomaly Detection in Resilience Curves Farnoosh Roozkhosh, Univ. of Georgia: Context-Augmented GeoAI for Public EV Charging: Predicting When and Where Charging Occurs Tongwei Xu, Univ. of Washington: The Geography of “AI Slop”: An Embedding-Based Spatial Analysis of AI-Generated Music Tang Sui, Univ. of Wisconsin–Madison: FireST-GraphNet: Wildfire Progression Prediction via a Temporal Graph Neural Network with Sequence Learning
