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Heavy-Ball Method under Randomized Schedules

He, Chang et al.
arXiv (All) · Papers
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optimization-and-control
We study how predefined randomized parameter schedules accelerate the heavy-ball method on general smooth convex objectives. Our analysis distinguishes two levels of randomization: sampling gradient-evaluation times within intervals whose boundaries are deterministic, and additionally randomizing th
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