Spectral graph theory
Using spectral perspectives to understand graph structure, operators, and learning behavior.
Research
I study graph-structured intelligence for dynamic, uncertain, and interconnected systems, with current emphasis on theory, cross-network dynamics, and AI systems.
Current Directions
UQ for graph dynamics
Studying uncertainty quantification, inference, and intervention in graph-driven dynamical systems.
Cross-network graph dynamics
Understanding how heterogeneous networks interact, couple, and evolve together over time.
General theory for graph dynamics
Searching for broader principles that unify dynamics, interaction, and controllability on graphs.