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math.OC2023
Specifying and Solving Robust Empirical Risk Minimization Problems Using CVXPY
Eric Luxenberg, Dhruv Malik, Yuanzhi Li +2
We consider robust empirical risk minimization (ERM), where model parameters are chosen to minimize the worst-case empirical loss when each data point varies over a given convex un…
math.OC2023★ 1 cited
Disciplined Saddle Programming
Philipp Schiele, Eric Luxenberg, Stephen Boyd
We consider convex-concave saddle point problems, and more generally convex optimization problems we refer to as , which include the partial supremum or i…