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We note that known methods achieving the optimal oracle complexity for firstorder convex optimization require quadratic memory, and ask whether this isnecessary, and more broadly seek to characterize the minimax number of firstorder queries required to optimize a convex Lipschitz function subject to amemory constraint.

Open Problem: The Oracle Complexity of Convex Optimization with Limited Memory