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Achieving sub-linear regret in online resource allocation is possible even under challenging degeneracy conditions, challenging conventional wisdom about regret bounds.
The logarithmic factor in multi-secretary problem regret bounds is not just a technicality; it鈥檚 essential, revealing that optimal regret can grow quadratically under certain conditions.