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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Yiyan Huang

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Preprint Aug 2026

Multinomial Subset Routing with Sum-Max Rewards and Operational Constraints

We study online routing to subsets of experts under aggregate bandit feedback and long-run operational constraints. Expert contributions can be complementary: for each task dimension, the best selected expert determines the contribution, and the total reward aggregates these dimension-wise maxima. At the same time, cap...

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
Aug 2026

Active Domain Adaptation Under Concept Shift.

This paper proposes ADA-CS, a plug-and-play module compatible with any ADA or ASFDA framework, and introduces a CSS metric to quantify the Concept Shift Severity across domains, revealing that non-negligible concept shift exists in many transfer tasks.

Zi-Kang Zhu, Yiyan Huang, Xing Yan · 1 citation

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