Research

What I study, and how the projects relate.

My work spans model interpretability, fairness and multi-agent behavior, uncertainty in data, and temporal visual analytics. This page organizes it two ways: by the questions that recur across projects, and by theme.

A shared workflow

Five recurring questions

These are lenses, not a fixed pipeline: most projects center on one or two of them and touch others. Each project below is placed at its primary question, with its other connections noted in the details.

Themes

Research areas

Projects

All projects

Published systems, active research, and earlier-stage directions — each labeled accordingly. Expand a project for what it taught and how it connects to the other questions.