Conformal prediction offers a distribution-free coverage guarantee, making it especially attractive for clinical applications. Standard conformal prediction, however, provides such guarantees only at the population level, and its prediction sets can exhibit coverage disparities across clinically important subgroups. A...
Mei-Hui Zhong, Wen-Xin Tai, Ting Zhong et al.· 0 citations
Incentivized advertising allocates monetary or virtual rewards to drive user engagement, where a key challenge is optimizing continuous incentive magnitudes under strict global constraints. This problem is complicated by high-frequency interactions, delayed feedback, and non-Markovian user dynamics such as fatigue, whi...
Gege Chen, Ning Luo, Hao Jiang et al.· Proceedings of the 32nd ACM...· 0 citations
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