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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 0Source ↗Scholar ↗
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 19Source ↗PDF ↗Scholar ↗