Navigating the Future: Foundation Models for Spatial and Temporal Reasoning

Recent advancements in foundation models have significantly improved AI systems' capabilities in autonomous tool usage and complex reasoning. However, their potential for location-based and map-driven reasoning—crucial for optimising navigation, resource discovery, and logistics—remains underexplored. This project aims to address key challenges in this domain, including interpreting complex map visuals, performing spatial and temporal reasoning, and managing multi-step decision-making tasks. By developing specialised models for spatial reasoning and enhancing the integration of map-based tools, this research seeks to advance the understanding and application of foundation models in location intelligence, offering transformative benefits across navigation, urban planning, and supply chain optimisation.