Project Chertkov

Project Description: We have recently suggested "Sampling Decision" methodology --- see https://arxiv.org/abs/2503.14549   -- which applies broadly across many disciplines in sciences and engineering where the task is a sequential sampling and adjustment of decisions.  I am looking for motivated undergraduates in physics, astronomy, optics, math or engineering who can learn the technique and explore its applications in the domain of his/her interest/focus.  

NASA Relevance: Decision making under uncertainty, accounting for physics and engineering specific modeling and simulations.

Work Description

  • Study Dynamic Phase Transitions in multi-class diffusion models of AI
  • Extend the sampling decisions approach to an application of the student's choice

Open or Reserved Project: 1 position reserved, 1 position open.