Seeing HAI
Liu Liu’s independent Ph.D. dissertation research on measuring public life at city scale with visual data and vision-language models.
Independent research, collaborations, and applied urban AI
Research questions and programs that I lead. Collaborative authorship is identified on each page, but these projects are organized around my independent research agenda rather than a lab-wide project.
Projects developed within research labs or multi-institution teams. Each page separates the full project from my specific role and contribution.
Selected commissioned research, urban analytics systems, and earlier work from professional practice.
For additional maps and prototypes, visit the Visualization page.