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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…
stat.ML2023
Weighted Tallying Bandits: Overcoming Intractability via Repeated Exposure Optimality
Dhruv Malik, Conor Igoe, Yuanzhi Li +1
In recommender system or crowdsourcing applications of online learning, a human's preferences or abilities are often a function of the algorithm's recent actions. Motivated by this…