Mathematical Foundations and Theory Questions

Evaluation of mastery over the mathematical and theoretical tools relevant to the candidate s work, including comfort with formal notation, derivations, proofs or sketches of proofs, and reasoning about properties such as convergence, complexity, and generalization. Candidates should be able to derive critical steps, explain assumptions, and discuss theoretical trade offs between approaches.