AINeutralarXiv – CS AI · 15h ago5/10
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Uniboost: Global Coordination with Value Alignment for Fair and Efficient Traffic Allocation
Uniboost is a new traffic allocation framework for recommendation systems that uses posterior value alignment and linear boosting to improve interpretability and efficiency in allocating traffic across business objectives. The system reduces score inflation and decouples allocation plans, demonstrating improved performance in online A/B tests with practical applications for large-scale industrial recommendation systems.
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