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cs.IR 1

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2025 1

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Item-centric Exploration for Cold Start Problem

cs.IR · 2025-07-12 · conditional · novelty 5.0

A recommender exploration filter that matches new items to audiences by comparing predicted user satisfaction with the item's own average satisfaction raised satisfaction metrics by 40% to 50% and the recommendable corpus by 10% in a live experiment.

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  • Item-centric Exploration for Cold Start Problem cs.IR · 2025-07-12 · conditional · none · ref 6

    A recommender exploration filter that matches new items to audiences by comparing predicted user satisfaction with the item's own average satisfaction raised satisfaction metrics by 40% to 50% and the recommendable corpus by 10% in a live experiment.