Large-Scale Trade-Off Curve Computation for Incentive Allocation with Cardinality and Matroid Constraints

📅 2026-09-17
📈 Citations: 0
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🤖 AI Summary
研究解决了大规模激励分配问题,通过近似实时维护预算与利润之间的权衡曲线,适用于有基数和拟阵约束的情况。
📝 Abstract
We consider a large-scale incentive allocation problem where the entire trade-off curve between budget and profit has to be maintained approximately at all times. The application originally comes from assigning coupons to users of ride-sharing apps, where each user can have a limit on the number of coupons assigned to them. We consider a more general form, where the coupons for each user form a matroid, and the set of coupons assigned to each user must be an independent set. We show the entire trade-off curve can be maintained approximately in near real time.
Problem

Research questions and friction points this paper is trying to address.

incentive allocation
trade-off curve
matroid constraints
Innovation

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large-scale incentive allocation
trade-off curve
matroid constraints
near real time
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