Quantum error correction & holographic codes
I study structural connections between quantum error correction and holographic codes, with an emphasis on how geometry and information constraints organize robust quantum systems.
Research
Research directions
My work is organized around a shared question: how do geometry, information, and computation constrain what complex systems can do?
Hyperbolic geometry & fracton models
I am interested in the role of hyperbolic geometry in quantum many-body constructions, including models with restricted mobility and fracton-like structure.
Quantum speedups & machine learning
I investigate possible quantum advantages in learning and scientific computation, focusing on settings where the source of a speedup can be stated and analyzed precisely.
AI for Science
I explore how machine learning can support scientific reasoning and discovery, particularly for physics-informed problems where structure and interpretability matter.