I'm interested in statistical mechanical structure of evolution and learning.
I apply such theory for artificial design of complex systems.
I work on protein design and evolution using Bayesian statistics and statistical physics, as well as the analysis of dynamical regimes in discrete diffusion models from a statistical physics perspective.
Keywords: statistical mechanics, Bayesian learning, protein design, diffusion models