Dr. Sumitra portrait

Dr. Sumitra

Digital Heritage Researcher
Human-Centered AI Designer
Associate Research Fellow at the Institute of Digital Heritage
Celadon Lab for Historical Data

I study how cultural memory can be preserved, interpreted, and shared with responsible computational tools. My work combines machine learning, participatory design, and archival practice to help museums transform fragile collections into searchable, teachable, and ethically documented knowledge. Across projects, I build systems that support curators rather than replace them: image models for ceramic fragments, interfaces for uncertain annotations, and public-facing datasets that make provenance, context, and community voice visible.
Research Areas & Interests
Digital Heritage Museum AI Computational Archaeology
Human-Centered Design Ethical Data Stewardship
  • Develops curator-in-the-loop tools for artifact classification
  • Builds open datasets for ceramic fragments and excavation records
  • Studies uncertainty, provenance, and ethics in AI-assisted heritage work

News

Publications

Agentic Hedging in Zero-G Ports thumbnail

Agentic Hedging in Zero-G Ports

Simulates cargo-insurance strategies using cooperative RL pilots.

Collaborators: Eli Vega , Mira Chen

RL finance

Notebook