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Zixian Yang

3 accepted papers

2025

Near-Optimal Regret-Queue Length Tradeoff in Online Learning for Two-Sided Markets

NeurIPS 2025poster

We study a two-sided market, wherein, price-sensitive heterogeneous customers and servers arrive and join their respective queues. A compatible customer-server pair can then be matched by the platform, at which point, they leave the system. Our objective is to design pricing and matching algorithms…

Cited by 0SourceScholar
2023

Learning While Scheduling in Multi-Server Systems With Unknown Statistics: MaxWeight with Discounted UCB

AISTATS 2023poster

Multi-server queueing systems are widely used models for job scheduling in machine learning, wireless networks, and crowdsourcing. This paper considers a multi-server system with multiple servers and multiple types of jobs, where different job types require different amounts of processing time at di…

Cited by 19SourcePDFScholar