Mathematical and Theoretical Foundations Questions

Understanding of the mathematical and theoretical foundations underpinning research. Topics include probability theory, statistical inference, estimation, hypothesis testing, optimization theory and convergence, concentration inequalities, generalization theory, and domain specific theoretical frameworks. Candidates should be able to state assumptions, explain implications of theoretical results, and apply theory to justify design choices.