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Mara Chain is introduced, a refinement procedure that turns rejected candidates into stepping stones and retains and iteratively refines it using evidence accumulated across preceding attempts, delivering greater task-performance gains with fewer rollouts.
On-demand delivery platforms pay riders through incentive activities whose tiers are set from recent completions of riders with a similar history. Operators request such plans for changing periods, rider populations, payment rules and budgets, often for holidays or bad weather, where randomized trials are scarce and ta...
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