Research

These pages trace the questions that have driven my research over the years, organized by theme. For my group's current research directions, visit the AID Lab research page.

When and how can machine learning extrapolate without physics?

What new phenomena emerge when interactions go beyond pairwise?

How does network structure shape collective dynamics?

What do high-dimensional basins look like?