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- W4306317441 abstract "Integrated ranking is critical in industrial recommendation systems and has attracted increasing attention. In an integrated ranking system, items from multiple channels are merged together and form an integrated list. During this process, apart from optimizing the system's utility like the total number of clicks, a fair allocation of the exposure opportunities over different channels also needs to be satisfied. To address this problem, we propose an integrated ranking model called <u>I</u>ntegrated <u>D</u>eep-<u>Q</u> <u>N</u>etwork (iDQN), which jointly considers user preferences, the platform's utility, and the exposure fairness. Extensive offline experiments validate the effectiveness of iDQN in managing the tradeoff between utility and fairness. Moreover, iDQN also has been deployed onto the online AppStore platform in Huawei, where the online A/B test shows iDQN outperforms the baseline by 1.87% and 2.21% in terms of utility and fairness, respectively." @default.
- W4306317441 created "2022-10-16" @default.
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- W4306317441 date "2022-10-17" @default.
- W4306317441 modified "2023-09-26" @default.
- W4306317441 title "Balancing Utility and Exposure Fairness for Integrated Ranking with Reinforcement Learning" @default.
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- W4306317441 doi "https://doi.org/10.1145/3511808.3557551" @default.
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