Prospective Modelling Susceptibility Integrated AI–Physics Solutions for Regional Landslide Susceptibility (Prosp.) Hazard Hazard Characterization of Fast-Moving Landslide Runout with Geospatial Deep Learning Vulnerability Assessment of Infrastructure Vulnerability to Slow-Moving Landslides Risk Submarine Debris Flow Hazard Characterization and Risk Assessment (Prosp.) Risk Assessment via Direct Simulation of Pre- to Post-Failure Behaviors (Prosp.) Early Warning Deep Learning for Time-Series Prediction and Dynamic Early Warning Retrospective Analysis Unveiling Underappreciated Consequences of Landslides Across the U.S. with Generative AI
