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Arxiv
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Are Convex Optimization Curves Convex?
- A research paper explores the behavior of optimization curves induced by gradient descent in convex optimization.
- The paper addresses whether the optimization curves for smooth convex functions can exhibit non-convex behavior.
- The study finds that the behavior of the optimization curve depends on the choice of step size.
- Different step sizes can lead to either convex or non-convex optimization curves.
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