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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Quan Zhou

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Preprint Aug 2026

Multinomial Subset Routing with Sum-Max Rewards and Operational Constraints

OMD-Approachability is proposed, which combines online mirror descent with Blackwell's approachability to optimize MSR under two-sided operational constraints, and is evaluated on a real-world crowdsourcing dataset.

Quan Zhou, Yiyan Huang · 0 citations
#machine learning Preprint Aug 2026

Coverage-Maximizing Multinomial Subset Routing under Operational Constraints

We introduce Multinomial Subset Routing (MSR), a new online routing framework over $K$ experts in which the learner keeps a multinomial routing policy instead of a deterministic subset of experts. At each round, the learner samples $M$ experts i.i.d. from the multinomial policy, and the resulting set of distinct sample...

Quan Zhou, Yiyan Huang · 0 citations

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